{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "import os\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "import torchdiffeq\n",
    "import torchsde\n",
    "from torchdyn.core import NeuralODE\n",
    "from torchvision import datasets, transforms\n",
    "from torchvision.transforms import ToPILImage\n",
    "from torchvision.utils import make_grid\n",
    "from tqdm import tqdm\n",
    "\n",
    "from torchcfm.conditional_flow_matching import *\n",
    "from torchcfm.models.unet import UNetModel\n",
    "\n",
    "savedir = \"models/cond_mnist\"\n",
    "os.makedirs(savedir, exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "use_cuda = torch.cuda.is_available()\n",
    "device = torch.device(\"cuda\" if use_cuda else \"cpu\")\n",
    "batch_size = 128\n",
    "n_epochs = 10\n",
    "\n",
    "trainset = datasets.MNIST(\n",
    "    \"../data\",\n",
    "    train=True,\n",
    "    download=True,\n",
    "    transform=transforms.Compose([transforms.ToTensor(), transforms.Normalize((0.5,), (0.5,))]),\n",
    ")\n",
    "\n",
    "train_loader = torch.utils.data.DataLoader(\n",
    "    trainset, batch_size=batch_size, shuffle=True, drop_last=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#################################\n",
    "#    Class Conditional CFM\n",
    "#################################\n",
    "\n",
    "sigma = 0.0\n",
    "model = UNetModel(\n",
    "    dim=(1, 28, 28), num_channels=32, num_res_blocks=1, num_classes=10, class_cond=True\n",
    ").to(device)\n",
    "optimizer = torch.optim.Adam(model.parameters())\n",
    "FM = ConditionalFlowMatcher(sigma=sigma)\n",
    "# Users can try target FM by changing the above line by\n",
    "# FM = TargetConditionalFlowMatcher(sigma=sigma)\n",
    "node = NeuralODE(model, solver=\"dopri5\", sensitivity=\"adjoint\", atol=1e-4, rtol=1e-4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch: 9, steps: 467, loss: 0.1673\r"
     ]
    }
   ],
   "source": [
    "for epoch in range(n_epochs):\n",
    "    for i, data in enumerate(train_loader):\n",
    "        optimizer.zero_grad()\n",
    "        x1 = data[0].to(device)\n",
    "        y = data[1].to(device)\n",
    "        x0 = torch.randn_like(x1)\n",
    "        t, xt, ut = FM.sample_location_and_conditional_flow(x0, x1)\n",
    "        vt = model(t, xt, y)\n",
    "        loss = torch.mean((vt - ut) ** 2)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        print(f\"epoch: {epoch}, steps: {i}, loss: {loss.item():.4}\", end=\"\\r\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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z0N/fj5qaGlRXV4/7Waz009HRgcLCQvT29sJisTjlnkf739VzAEZICq5CpVLh0UcfRVpaGrRaLQBAp9OhtrYWtbW16OrqmtA57agtkUiEuLg4uLm5QaVSQSqVIisrCxEREaivr0d+fj56enogEokgEomoWjs0NJRusAkJCaitrR2h2uL/zfbD2fHR+u7l5QU3Nze7/cXHxwc+Pj4AhsN3+G0QbUZpaanTuc/OHaLSY8eHtCkUCu0cdYjaH/jSzkTUsj4+Prjrrrswe/ZsuLu7QyQSoaurCwsWLMDVq1fR1NRE1cOEaRKLxXZEcopIMSAfxt3dHX5+fkhNTcWf/vQnStW7u7tp8B0x7rm7uwMAFixYAF9fX5SUlGBwcBAWi2VSPMjMZjNVValUKixevBiPPfYYvv/97zvNxDHa+45mjwCAq1evoqysDB4eHlR95u3tDbVaTSeWQCDAwMAAOjs74e3tDV9fX4jFYqhUKsyfPx+BgYHo6emhDhkEZJJPph1PKpVCq9UiOjoaaWlpyMjIQGlpKaqqqibtmXxERUVh7ty5WLFiBRYvXgyBQICysjIMDg7SxZ6VlQWdTofHH38cTU1NyMrKwrFjx8b1HPZbGo1GVFVVobq62mGAKGtjcXNzoxuNxWKhm65arYZcLoder6fxeQDQ398PiURCf0QiETo7Ox16h44FoVAIT09P/Pa3v4VcLofFYkFfXx8qKytRXl4+IXZDvjqZHONLVnV1dQgMDERoaCi2bNmCoKAgrFmzBllZWXj77bdRUVEBiUQCqVQKuVwONzc3LF26FC0tLeju7kZsbCyOHTtGuX9H9mF+H9jf/L9ZdSPpr0AgoO3L5fIR78XaoNh7g4OD0dLSghdffNGhXY8dB5PJRL8rUe1KJBLqYk4kXTJ/5HI5JSrkx2Kx0D30nnvugUgkgtlshk6nQ3d3NzIzM9HZ2YmWlhY6F9kAYVfUe3zc8kRKKpVCo9EgMDAQr776Kurr65GbmwuFQgGLxYKPPvoIR44cwdatW6FSqZCVlYXOzk68+uqrtI2YmBi8++67mDVr1qgL9Ua4QqvVisbGRrz88suIi4ujE/fnP/85hoaGUFFRMe42x+rPwMAAHn30UbvF8oMf/ABeXl5wd3eHXC5HXV0dACAkJASxsbGYNWsWHn30Ubi7uyMyMhLPPvss9u/fD4PB4HBx8lVWE0W4Zs6cieTkZMyYMYPaFCMiIpCWloaLFy9OyDPGQmhoKGbOnEkJFADMmDEDEokEzz//PAAgJSWFqpN3796N8vLy634ea9jmO0wQkPF1d3fHD37wAyQlJaG/vx+lpaX45z//ib6+Pnz3u9/FHXfcgTfffBNeXl6YN28ebDYbnn76aaSlpWHWrFlISkpCeHg4FixYYOdl5io0Gg18fX1x7tw5zJkzB9euXcMnn3yCd955hxrQJwKO5hwLnU6HdevWYcaMGQCGCe0rr7wCd3d3bNq0CRs2bADHcTCbzdRRRaFQ0ODVhoYGvPTSS3ZOLI6e50i6cuaMAcAhg3Hq1CkIhUIkJSXRa521SVSEQqGQhpOUlJQ4Vb0TpoXYFokdk8RNDQwM0PuIjYnYsFgGNDY2Ft/73vewefNmZGVlYebMmTQIfObMmfjTn/4EAEhLS6MqbULgDAYDbYcQLlfCe255IuXh4YHU1FS8/vrrCAoKwrRp07Bs2TIIBAK8+uqrOHz4MPLz85GdnQ2hUAi9Xk85iNzcXPz4xz/Ghg0bIBKJsGPHDvz+97/HwYMH0dfXN+JZN6KSI5ynh4cH5HI5nZRdXV12BGCywC6I7u5u9PX1QSD40q20qqoKHR0dGBgYwDe+8Q0q4vv4+IyIfGfbnEiVHzC8+W3ZsgVKpRIZGRmYOXMm5UBPnz6NTz755Iaf4QqkUikaGhrsVFZ5eXn49NNP8dlnnwEAUlNTsW3bNtx9990AgNtvvx15eXnIz88f17OIcZ4QJzKOrF2Ehb+/P6Kjo9HT04P4+Hi4u7sjMzMT9913H8xmM3x9feHh4YHnn38eNpsNarUaAPDZZ5/B3d0dSqUSMpnMLvEzP0PMaOA4DmlpaXjwwQcxZ84cyOVyeHl5ITo62s5wT65l33M8GE3lRkCkguLiYgDDhv8XXniBxtu1tbVh8+bNGBoaQm1tLYqKinD69Gm888478PHxgdlsRmVlpVNbnqPnOvMWHO0+sViMmJgY+Pn5ObRzkfflM3snT57EwYMHUVZWNsLjliVoHMfZOTUQDAwMQCAQ0OwmVquVEimiDUhOTsaCBQswb948xMbGwtvbG21tbaiursbvf/97PPzww3jggQcgFovx+9//HidOnMD58+fR1taG9vZ22l+j0QiFQkGle1eZlVueSEVHR2PdunWIjY2lg+Xm5oaBgQGUlpaioaEB3d3d6OzspPfI5XKcOHGC6s0JEhISMG/ePLS2tiIrK2vEs26EkBBvFzaGARhOF8VyOcDYxHC8xIBvKCfR9iyUSiUCAgKQlJREN+ja2lqUl5dT4+r1PHs8SElJwcKFC5GamgqxWIzg4GAIhUJqF8vKyvpK3M8VCgVWrVqFmTNnIj4+HoODgzh//jwOHTqEM2fOoKamBgkJCfDz80NQUBCCgoLAcRyamppGfMvRMFq+N2cgatCYmBjMnz8fHMehra0N/f39sFgsCAoKgkqlomqfqqoqdHZ2YmBgABaLBQ888AA4jkNnZycKCgrQ3t4+rmB2juOokV0ul0OlUuHcuXOoqqpCT08PHnroIXz22WfUjb6srAxLlixBdXW1nap2Ipgytg3CxYtEIuTn50MoFGJwcBD9/f1UUuzo6EBjYyOKi4tx5coVTJs2DcAwo8tKbESKmWjtAFGtERiNRprdgf9OQ0ND0Ol0KCkpQX5+vt0adPT+AEZI3fzsFCxxJKEUUqkUUVFRWLJkCWbPng25XI6amhrk5eXhyJEjqK6uRlNTEzo6OuDj44OIiAioVCoYjUY7pwngyywTxJQglUrtpCtnuKWJlEKhQHx8PA2QBYYnwsDAAKqqqtDU1IT+/v4RXJLRaERFRQUEAgF0Oh16enrg6elJRdr29naHRGo8cGbY5uui29vbR3zsiYAzfb6j/nl4eCA6OhozZszAHXfcAYVCgfLycpw9exb//ve/HXJELJc7EfDy8sLy5cvx6KOPorm5mU722tpafPLJJ8jPz0dnZyfNPzYZkMlkEAiGg3MfeughzJgxg3pYffDBB/j888/R19cHNzc3ZGRk0FQxQ0NDqKurw4kTJ9DY2Ojy89gNkO9hRzZK4MvNRyKRwNfXF1FRUUhLS8PKlStRWFiIvLw8lJSUQKfTYc6cOUhISIC3tzfKyspw/PhxlJeXo62tDSaTCTNmzADHcaioqMBnn32GgoICu0wQo4H0NTg4GF5eXtS+m5WVherqasjlcjz99NOoqamBVqtFaGgoOI7Dli1bkJWVBYvFAqPRiM7OzlGlEVf6wNp62Dk+NDSE9vZ2HD58mN6Tn58/Yj2eOXMGSqUSWq0Wbm5uI/rCz/jBgk+4xiIepL2qqiqEhobC19eX2pCkUim1GRKbOfHELC0tRXFxMWpra52qFtkxINISf+7wJXRCoDiOQ0REBKZNm4aMjAwEBgaipKQE58+fx+HDh3H8+HEEBgZiYGAAjY2NcHNzo6Er7e3t6OzspASWdXXnOI7aPf/nidSiRYvg6+uLq1evIjIyEgBQV1eH48eP47vf/e6YhmCO4/Cf//wHRqMRzz77LAAgMTERTU1NTq+/3k3ZZDLh8uXLIz4ayYM1keD3cax+f+c730FUVBQCAgKwYMECCAQCquMfrYTKRHKazz33HBYtWoTQ0FBER0fjo48+wp49e1BRUQFPT0988skn2L17Nz788EPU1tbe8PMcYcaMGVT1tmbNGtTW1uIvf/kLdcIhEodUKkVERASefPJJeHh4oKCgAIsWLXJpQbIYy1ORjKtMJoObmxsiIyOxbt06LFy4EDNmzIDBYEBvby/Onj1LVZC7du2i9sauri6aq4+shVmzZo2Qisk7859LzvHVbm+++SamT59O3e7d3d0p4YqMjMTRo0fp/b///e9hMpmwceNGDAwM4MSJE3j88cevy8DOgsw90l82AJWvbiT9JO8pEolQWlqKwMBAKJVKfPDBByMcF1gmjx+Yej3z3maz4cUXX8TAwABSU1PBcRy8vLxoewTl5eVob2/H0qVL8fTTT6OystIhk8h3ICH/E+JDnGHY+CjieEE8+SIiIrBz504kJCRAKBSis7MT27dvx8WLF1FfX0/NIgqFAt7e3lAoFHjyySdx7do1NDc307bIOBMQJzVXv/EtSaQkEgmWLFmCO++8E+np6UhMTAQAvPTSSzh16hSuXbvmsqdSZGQkkpOTKWfT1tbmVD9/I1KDSCSCr68vNYyTtt5+++0R3n1jPWesBcIuWEcqJfJ/QEAAPvvsMwQEBNBYFxKjcerUKezZs2fUPrBt3Sh6enroIiopKUF7eztWrVpFKzn7+PjgnnvugVarxd/+9jdUV1dPmDu6RCLB4sWLsXnzZsTHxyMoKAgA8L3vfQ/Xrl2Dm5ubnb5fIpHAz88PMpkMzc3NqKiogFarRVNTEziOg1KpREREBEpKSlzqIxv35Ghcg4KCsHDhQvz0pz+FVquFQqGg3PHBgwfR2dmJ6OhoFBYWAhiu6cZX/fj4+OD222/H448/juzsbJw+fRqHDx+mUhTZ5PjrxpF9qa6uDn5+fvDx8YGnpye2bNlCA9MFAgFNSioUCuHt7Q2pVEoN+8uWLcOZM2fwm9/8Brt373b5G/EJqqNYJX5/2ePkt0wmQ3p6On71q1/h9OnT+OCDD+zcsPl2Hv5x0hZfzeWIMWSfCwBz5sxBYGAgurq6oNVqabt9fX3Ys2cP5s2bh+7ubhQUFOAnP/kJGhoaRngaO9OGcBxHYwyJOtZkMsHd3Z3aiIhnH7FJWa1WtLW1ISgoCFarFY899hgyMjIQERGBuro6HD58GLt370ZQUBAkEgl6e3vxq1/9Ci+99BI+//xzaLVadHd3073DarWiv7+f2sFcxS1JpGw2G9ra2hAZGYmoqCiIRCLs2rUL+fn5qKmpQWtrq0vtSCQSREVFISkpCRzH4fDhw7hy5QquXLlyw33kLxq5XI7FixdTLkOv1+Py5cvjipFyRhD497vSVkpKCpYvXw5vb294enpCLBZTTuz111/HlStXUFJSMur7TQSBEgiGXfK9vb3R0dGB48ePo6WlBVlZWairq0N/fz9SU1NRU1MDDw8PpKWlwcvLC7W1tRNCpAICApCSkoJZs2YhLS0NERERNDwhMzMT0dHR6O3tRVZWFpqamugzSfxScXExTp06BYlEAnd3d4SHhyMoKAgajQbl5eWj9pGVBtj0MuQc4e4J8SAR/2zS0GXLliE6OhoVFRWoqqqiyT3JBkiumTlzJvXgbGlpQWJiIjQaDXbt2kU9wVz9pqT8Ayn34OHhgaKiIhQWFiI6Ohrl5eXo7u6GyWRCcHAwVq5cCblcDgBwc3ODTCZDREQE/Pz80Nra6vKGxlfvOeqrM2JBfpP0YV5eXvD09KTxbo42/7EIz2gqb0fHSJCzp6cndbYha66goABlZWXo7u5GQ0MDDUgeDyQSCWV0iHaG2MGILZGoaC0WC3p6elBXV4ewsDD4+/tj1apVSEhIgEAgQGdnJzQaDaKioqBWq9HZ2Yl9+/ahtbUVRUVFMJvN0Gg0VGojMVgAqKqePG8s3JJEiuOG88v5+/vTIM+3334ber0eAwMDLm+ecXFxSE5ORlRUFDiOw7lz5/DFF1/ckBuxI4hEImg0GkybNo169g0MDODzzz+nkwe4MUmNr67gL04+4uPjsXr1avT398PX15cu+oGBAbz++utUnB/teezf16v6EwqF8PLyQmBgIFpaWnD27FmYzWacPn0aV69eRX5+Pu666y60tbVh+fLlCAkJQXx8PKqrq2mw640gODgYq1atQlxcHCIiIuDh4UHPbdmyBd3d3aivr4fNZkNBQQF0Oh3c3Nwgl8upiqS9vR0xMTGwWq3IyMhAaGgo2tra7IIqHYEdM8IBE6LGBkqSZMTE9V4ikUClUiE8PBwZGRnQarWwWq3QarVoa2ujmxLHcQgICMD69euxdu1atLe300TH0dHRiI2Nxaeffkrdr11lllpbW6HT6aBSqWjNoZqaGhw8eBCRkZHIz89Hc3MzdDodgoKCaNYOjUZDK7Sq1Wq6dl15Lp+IsAHIY9mNyG+ycZL75HI5NBqNncbBFael8c5xcn1VVRVlCO65554RTMqxY8fQ0tKC/v5+p+/Ob5edQwqFAkajkTIpQqHQrn6dQqGg84rYpYqKihAZGYmQkBDKRMvlcurlR8qs6HQ67N+/H2fOnMHg4KBdaQ9gmDCRHKDk+5As/2PhliRScrkcTz75JPz8/NDR0YGrV6/ixIkT42pDIBDg888/R0hICFUfpKam4ty5c07vuV6blFarRVhYGK5du4ZNmzYBGK4+/OGHH0Kn07lsRHYm6o+lemN11wRtbW0oKSnBypUraTS+2WxGXV3dmByqIwLorG9jQSQSITw8HL6+vrh8+TLee+89eq6/vx8tLS04deoUkpOT4ebmBj8/P/z1r3/F97//fZw4ceK6sjuw8PT0RGpqKjIzM0cQWa1WC61Wi7i4OKxYsQLAsBG+rq4OK1asgEwmw5YtW7BlyxZ6T09PD6qrq3HgwIExn81y4mxSUD6z0draiubmZpw4ccJunGUyGe69917qiZmRkYGDBw9Sw7tEIsHq1asREhICgUCA0NBQmM1mzJs3D+Xl5TTmZbzMxb/+9S+IxWLMmjULeXl5mD59OpKSktDV1YWHH37Y7tri4mIcPXoUy5cvx7p16/D4449DoVCgtbXVLjZwtLXFd4wgkuVY85CAqPPc3d2RkpKCf/zjH5DJZMjJyaEOUq7YrwnYFFPsuiKEjr+eWcmvurqaSuFESvbz88Of/vQnfPDBB9i5cyeNp3Llm7BziMREcRxH7UlGo5Gq+Ug4gtlsptI4KYPj4eGBe++9F2vWrEFaWhri4+NpJo/6+npUVVVRZxlCGEn1CL1eD5FIRL09SR9cnVO3HJEirtxz586FWq1GZWUlcnJyxt0Ox3H4+OOPcccdd1Cb1N///vcxVVzXA5lMhoCAANx///20lLKvry+2b9+OZ555Bj09PdfVLovRVA+O1BQ+Pj5ISkpCcHAwZDIZzpw5g8uXLyMxMZFy1qO1xS7MzZs3QywWo7OzE3l5eePycDObzbh06RJ++tOfjloypaysDB999BHa2trwwgsvUHf+GwHZ7FgXbJPJhO7ubhw/fhy33XYbvLy87J4THx+P6OhoymESz74//OEPuOuuu8BxHIqKivDKK6+Mmfmb1N5xVHyP3ZRJX9nYFtLXTz/9lBrC29vbqbonISEBe/bsoWpBtkyD1WqFt7c3vvnNb+Ls2bNobm6G0Wh0eWOcPn06oqOjYbVaUVRUhKioKLS3t4/KMJw/fx4GgwF33303fH19ER4ejsTERBQUFIz5PPL+wJcEnNh2Wddq9joyjuz7GAwG6PV6BAUF4amnnsLp06dHJJZ2RuRY2xafqLPSEOkjeTb5lh4eHvjd736HwMBAp4UmL126BI1GgwULFozKLDvqK/n+RFI0GAzw9PS0I1Acx1GmWCgUQqvVoqenB2+99RZ2796NhoYGHDhwAOfOnUN0dDT++Mc/4tSpU7h48SKys7Nx8eJFKkFZLBaaRo3YR81mMy1LPzQ05LJD2C1HpEQiEZRKJaKiomCxWFBRUYHz58+Pqw25XI6YmBgkJydTDxsASEpKQnNz8w17HvFBdL+sJ4xIJIK/v/+YKiEWrnJWfB27I0mtq6sLVVVVmDdvHjhuOMbnwoULKC0ttXNJdiSlkb+joqLw8MMP0yA+qVSKM2fOuPw+BCaTCaWlpaOqBiwWC+rq6pCbm4uSkhLMmDEDxcXFlDO9HnDccABic3Mz/vrXvyIgIADA8Pf67LPP0NfXB7VaDYVCgY0bN1JCIRKJ0NPTg3/84x/w9vYGMBx02dLSAmB4bB0Fg/PBSgN89ZQjzp5fgZZUYCX3k/ImxCMrKCgIZrMZ2dnZqKurg6+vL3JyctDX1wej0QiDwTCieqsrCAwMpKogErJx/vx5HDlyxO469p2IJyIJtwgLC0NCQoJLRMqR1x3rHMT+dnTf0NAQtm7disDAQPj4+NDCo0TV6Og+vteaI6I0GtNqs9ng6+sLHx8fBAYGIi4uDjNnzoS3t7fTNXXnnXeiq6sLjY2N6OjoQFVV1Yh0ZPw+kOOEEOr1egwNDVHHCSK1kSBbIgUS1bLVakV3dzcGBgYglUpprkwSv9XW1oaioiLk5+dTWxYr+RNbNpnLVqsVEomEhnO4woDfckTK29sb06dPp0bX2tpa5OXluXy/XC6Hj48PUlJSMH36dPj4+NCPTwrsOcP1qPtYLoMQpLa2NtTW1qKlpeW640X4GG8bOp0Ozc3NdMF3dXWhtLQU/f39tHYN6T/7LgBo/rMZM2bgsccew0cffQS9Xg+DwTBCn+4qXJnMfX19qK6uxrlz57Bw4UKEhIRAqVS6RBCcobe3F/n5+Th79iyioqIgk8kwMDCArKws6PV6eHp6IigoCBs3bqTf32q1orW1Ff/4xz8QHBwMX19fVFRUjDu1lTMiBTgmGGwCVHaj9PLyglqtRl1dHWJjYyEUChEUFIS6ujoMDAzg8OHDuHr1KoKDg3HixAl0d3dTKY91r3Z1fmu1Wri7u0MqlWLGjBmUCJaVldldx3+foaEhmmE7IiICycnJ2L17t0trgO0bO1Z8gsGq1ljitmbNGiQnJ0MikSA3NxeNjY3UC80ZceYfd1WtDgzHHiYlJSEhIQGJiYlITk5GUFAQbDYbTUXU0tJCbXMAsGLFCnR1daGgoABHjx5FfX39CGnQ2TcihIgwmCKRiErpJLEuvwAikboJ8VEqldQzEAAN5q+srERjYyM8PT3puAoEw9lqCJFiJX+SJ1EsFv9vEqnVq1fjrbfeAjDMgff399tlkxgL0dHRSElJQUREBNzc3Kihz2q14i9/+cuEqN5YCAQCpKWl4e6778aiRYsgEonw6quv4k9/+hOtGzOetoDxSVTAlxwlex+JaSELq7+/H01NTXalAJw9JzY2FqtWrcKsWbPQ2toKNzc3vPPOO+OuoXQ96OjowOuvv45Vq1YhKCgIfn5+N0SkCgsLqet2bm6u3bnTp09j2bJlyMjIoIud44ZDFQoLC6HT6XD27Nnrfjar5nNlkyYcPiFuZPO55557sHDhQjz00EN48sknab61F154ATk5OTSonQXZWBx5sLHHHBEEDw8PqFQqem1ycjIWL16MhoYG7NmzZ9RNn2yiM2bMgMlkwgsvvDCmJOzM85HfTz7Y8TUYDDR4lkjMrJMK2x7LDDj6zb4P/zjHDQeyrly5Eps2bUJiYiICAwMpc3Pp0iXk5ORg06ZNePHFF7Fo0SKsX7+equm8vb2h1WqRl5dHGWaijuZ/Lz7xamxspKppQoAJE0L2GalUSpPOCgQCmhyYJAhesWIFjb0rKipCc3Mz9ebs7u6m5T/IemArKpB3HBwcpOpjV3BLESli3G9sbEReXh6++OILXLp0yeX7V61ahZSUFKSlpeGOO+6ASqXC3r17cezYMeTk5IxJMK5X4rl69Sr6+vqwadMmeHl5ITw8HDNnzkRtba2d3nqi4GzxsIiPj8edd95JRXsyeR1dCwxvTKRA2tKlS7Fu3Tr4+vri2LFjeO655xyW2phoBAYGYsaMGXj66afh7++P9vb2Sc2K/s1vfhP9/f3YvXs3HnjgAQBAY2MjLly4gCeeeOKGiCMw0gBPwKrzCIgt9hvf+AYyMzORmJiIY8eO0TCK8PBwXLx4EW+88QZycnIgkUhw8uRJdHZ2OiUCfAJEXJjHkug+/fRTHDhwAO7u7jhw4AAUCgVuv/12LFmyBC+//DL+9Kc/QaFQwNPTE9nZ2dQ1feHChUhMTITNZsOePXuwZ88el1S1/H6yKjiWsJBxI9oBtVoNX19fpKenY/bs2cjKysKuXbvQ1dWF3t7eEdIX+zdrV2LHwpn9i8DLywuxsbH4wQ9+gIiICFqjzWKx4JFHHkFubi56enrw2muvoa+vD42NjWhpaUFMTAyWLVsGhUKBmJgYXLhwARaLBS+++CL+85//jHgOv8/Al/WkCKEkdiObzUa9/NgCmsRDk8DDwwMSiQQbN25EcnIysrOz8corr9CYN+IRSSRvpVKJrq4uGizOSrH/s44TZCFJJBK89dZbKCsrA8dxSElJcajbnjZtGsRiMQwGAzo7O7Ft2zZERERAq9VCrVbj8uXLOHbsGI4fP05T8UwGTCYT9Ho9VCoVhEIhTU1z7NgxtLa2TlrGidEmSXNzM3JycrBo0SIAw3W1Nm3ahL/97W/w8/ODVCqFn58f7rvvPigUChgMBnAcR9PykPyGhw4dQmdn53WNXUxMDKZNm4a2tjZcvXp1zPQ8pMhfXFwc1a9PZn2phIQEuLm5wWAwoKGhAa2trVQ1OBF2S5ZBEYlEyMzMhEgkwsDAAFpbW9HU1ITExESaSmjmzJlYsWIFUlNTac20vLw86HQ61NTU0GzoRqORcr5sdm++QZ9IKITj5RMoZ6itrYWfnx8CAgLsSuF4enpCo9HgG9/4BsRiMWQyGbUdBgUFITY2lsYJktIPrkqSfDgj7iwR02q1mD59OrZs2YK8vDxcu3YNTU1NaGlpoQwCGQs2BRI/UJiVYlmbryN1oFKpRHBwMEJCQiCXy3Hu3Dns37+fjkNrayvVAHEch+LiYvT09ECj0dCaWBKJBLGxsejr66MZ250ll2XB1nYiEpQjpoMcJyBB10899RQSExOpCv3y5cs0ZyCZI3q9ns5XYkMm6ZgIIWTtVK7gliJSYrEYcrmc6l61Wi0CAgIQHBwMpVIJi8VCC24JhUKsXLkSUqkUer0ezc3NWLp0KcRiMR3My5cvIzc3FxUVFZOWDw74cjMigYOEw6qrq6Ni/mTCkf6ebLgLFiyg5QOsVisuXLiA8PBwAMPlOx599FGoVCq0tbVhcHCQ2vDy8vJw5swZnDt37roIhVwuR1hYGObMmYPKykoUFRU5JFKEMWGTuZL4jvb29usfFBcwMDBAY/FIfrqCggKqHpwoENXdwoULIRKJ0N3djdraWgQGBmLu3LkwGAxobm5GZmYmpk+fDplMRu0ZLS0t0Ol01Lurvr6eBtLywd842A2abF6uEIu+vj5oNBrYbDacPXsWBoMBXl5e8Pf3h9VqRXJyMnp7e9Hb24sZM2YgICAAHh4eUCgUKC4upqEjriYL5hMGVu3ljMiFhYUhLS0N8+fPR0pKCv7617+itLQUOp0OAwMDDlVRo2kexuob+7/FYkFXVxfMZjMuX76MHTt2oLGxEe3t7XbOQQLBsBt3X18fPDw8kJ2djbCwMAQFBUEsFqO+vh46nW6EqnM0EAIB2GfRZ21Q5FuTciVubm40UXd4eDgKCgqQnZ2Nq1evUpdz8mzyP7Fxkb8B0EBycu3/pCRFPK3UajUOHz5MMzvbbDYolUp0dHSgp6cHOp0OcrkcKSkpNNIdGOaQjhw5gpqaGjz00EO4cOECGhoaJpVAASONuiQuyVG1W/b6ycTg4CA6Ozuh1+tpos3Fixfjvffeo3WmDAYDrculUqlgtVqRm5tL69BIpdIRqWTGApm8oaGh8PT0pGVK2B92okulUvj6+uLxxx/H3Llz4efnh4MHD+Kpp566bicNV/HnP/+ZbrAXLlxwWJ79RsB+Z5FIhLS0NCodLliwABkZGZSTFovFVAo5evQo9u3bh4iICHz66ac00zlp05kzBn++kbG+nndqbGxEY2Mj9u7di/nz59MS493d3fjZz36GY8eO4cSJE/jOd74Db29vDA4Oorm5Gb///e/x2GOP4eTJk7h27ZrLc30sexA7BzmOwxNPPIHMzExERkZSF+rS0lJ0dnaOIHiOVHuj2epYCZh/XXNzM44cOYKAgABMnz4dNTU1MBqN2Lt3r8P1IZfLERgYiG984xs4ffo0wsPDMXfuXADABx98gIKCAoder+z7k3che53FYoHBYKAFTgkhIUUvCZFSKpUwGAyIj4/HunXr6PwoLS3FoUOHqLcq8KV0KZfLqQs6kdg4jrPTapjNZlps0xV17i1FpLq7u7Fjxw5cuHABZ86cgVqttvtYwcHBtGwCIQYEHMdh+/btyMvLQ01NDZ599lno9fpxEagbtR2ZzWbIZDLqfv7DH/4Q77zzzqRvto76XFBQgKamJphMJoSGhmLu3LmYPn06LcgYEhJCRffe3l689957yMrKgslkwtWrV2mQ4HiQnJyMpUuX4syZM4iPj4evry/kcjl+//vfo6enB0FBQUhLS8NDDz2EgIAAPProo7j77rtx4sQJbN68GVKpFI2NjSgsLJx0xgIYzoHX3d1NDcITDbKIyaZ38eJFPPjggwgNDaUEmhDGwcFB7NmzBwsWLEB2djb++c9/0rQzjqomkx82zorvyUeOj8ZcjHWe9JvNAHHy5ElqjCfONIQgGo1G/OhHP6JFCF2FIwnKkeRDMh2wNtauri5UVFSgo6PDzp5F+kXGyREhItewGMshwGQy4d1338X777/vcN6w4xkXF0fNFYQpAobHsbS01CVpk7RHysSIRCLq4ECkG1a6IgSF7DstLS0oLS3FE088gYKCAly6dAlFRUX025NKz8Tzl+wLSqUSer3eThtEiL5YLP7fzIJOjH2lpaX42c9+hpkzZ6K1tRWFhYVITU3F0NAQDAYDTduRkpICi8WC9vZ25Ofn48qVK1TSulGj91jg64ENBgOysrKwaNEiqFQq9PX14YMPPkBISAhMJtO4PBRvpE9ksg4NDaGnpwf79u2DSqVCZ2cnOjs7cejQISiVSqSnpyMqKgrNzc04evQosrOzUVNTA5vNht7e3jGN646g0+nQ0NAAHx8fqFQqdHV1obm5GRs2bMBjjz0GDw8PeHl54V//+heUSiXi4uIQHh6OVatWobW1FZWVlbh27RoOHTo0rhpI1wvCIU4W2Jx5wHBogl6vR35+Ps6cOQOBQIDo6GgEBgZCKpXinXfeoZnhTSaT0zFwthE7M2izBIZ/nyvflh9nRQpqEtUXAd97jj3u6hxiY5+cERGlUonY2FiUlpbizTffRGlpKXp6ehzak9g22DyJ5LhGo0F0dDQKCgrs7Fj8e/nvSL6NI7uVQqFARkYGli5dSoPS4+LiaKJnvV6PK1euQC6XU3dwPhwxnsTZhtihSBYI1mGCBPeSvikUCvT29qK0tBRCoRChoaFQKBQ0boq4pxMTCtGo2Gw2O00Wa7ci7+xqDOgtRaQAUA5g586daGxsRFNTEy5fvozZs2dT90eic66qqoLZbEZzczMuX758w3nebkSKGhwcpClrSMLGzz77jLpyjgVXF/F4YLVaUV5eDo7jKKH65JNPoFar0djYiISEBJoNuaOjw44ruh6psq+vDxUVFXB3d0dbWxu6urrQ1dWFw4cPIyQkBN3d3ejt7UVKSgo1ANfX16OrqwtXrlyhSUz5WeP/W8Gq2Ujl2HPnzqGrqwuHDh0CMCx9hoWFQaPR4OLFizQ3G4EzVauj+cJ3COC7Xt8oJktN7ahdlujyJSqBQAB/f38MDg6ivr6eqmod3evoGSwhIhk7nDlLjBeenp6IiIjA7bffjjvvvBN6vR79/f2YNWsW2traoFAooNPpcObMGej1+hHfbDSwfSSMgKO8oOx1bm5u0Gq18PHxoVnRSU5MmUxGnTZITBTrYMISPKL6I5V/2YDoMfvNTcbuNsno7++nmai/CvuMq2C5Glf75WwhOOKwXG2HPXa9aihXFtxofXTERd7oVBMIhjOiL1iwAAqFAm5ubuA4DkeOHEF7e/uE2oNuRvAXNtH38zl34MvvR1SCrFpvNEmIHBMKhZDJZPRe1nPtZgFfEmTBJ86s84dUKkV2djaioqJQUlKCWbNmjXqvs7aB4WS+bm5udp6INpuNum6zzidsv/nSK2lzyZIluO+++3DvvfeO0Ea8//77iIiIgFgsxo9//GNUVlZSxpq11zp6Hsdxdqmt+FIfAclcT5zM0tLSsHbtWqxbtw5arRY/+clPcPHiRdTV1QEAzQfIEiRgeG6qVCqacFkikWBwcBCDg4Nwc3ODUCikGhdSKNQZbjlJ6uvEjS7isYyz14PxcnfX+w6jLeSJAscNZ2E/evSoXfv83Ha3CljvK+DLoFUCNo6KXM8GT5I8auNRvbKEj3UZduTIMxYmQrKYCLDqK5VKhaeeegoSiQR///vf8eqrr44gSnz7Fh/sGiGeeuQ4vw3A+dpwRAQvXryIsrIyfPHFF9S2S8B60pEwArZPpC3W6YN9plqtppKMXC5HR0cH1Go1tWkCoA5PRGIzmUxwc3ODUqnEokWLaBYckifSYDBQ9/jOzk64u7tT5ri/vx9CoZDatkgfR4u3dIQpIjVJmOjFeb3tuXLf9Uo9zlRJk43JtAPdbOCPLdHv83X85MdZYlUCR+7KrLTBEjkCR8fY+13tu6Nz49U4OLuebMyEkDvLrSeTybB06VJ0dnaitraW2nrZTZ2Vboh0wl8b/OsdrZ3RxpmfW5CcI/bn7OxsdHd3j8jYMNYYOVJtkr9J0UOBYDhlkZubG5WASHAvKfOiVCopkSIBwMQ7kJggvLy87K4hZWPYJL9EGiehPyKRiKa+chVTROomw0RJIM5UQPxjY90zFvgL9WbgnG8l8LlxRyq98YBP2Jyp/Fhu3NmGMtqz+e1eT19dIXLkb2fqbj6GhoZQUVGBlpYWlJSUUG80R/10dpwdE0dSi6v9dTQmNpsNZrPZztOQ3DOatsKVMWBt7larlWaHIIRdIPjS45kQLrPZjLKyMmRlZTkl4kRaJ5kziORNfsg58hy+anAsTNmkJhA3WhpiMnCjziBTcIyvgiCTvJHAlyXkiY2I4zi7NEV8DzxyD38zINmnyWbI33yJURsAzZZN3NhHs2Gxfzvj5l35n8Vo0pMjCZHtEwHfsYC1ufE3drJRO4oX47uV81V7fJDAfH4fyX3OHAccSWejESj+u/Fth+x1/GB44sxAxgn4UsU8NDQET09PCAQCGI1GGI1GeHp6UtsbmYvkflYlTXL/sQHBZN4S93MSbgBgTJvUFJGaQLCeLQTORH5Hx8Yy2Dpqc7RNAxi7WNvXAVcTS36V4DiOOr4QLpP8zWZ9J9cqFAqIRCJYLBa7YEqygEnWE/ItRCKRnUqKEBlyDyu1jCXBfJ2QyWSU8SHlHMi7AV+qDPmEj7w32cQAUDUQmQ+EGLAbGykrQu612Wx2G+PNyoRNaRXGBhmfKceJrxgsdzWWjYflxlhPH/Z/V57l6P9bYYGMNgaTsQmQWjjAsJGa5cI5jrNzKjCZTJBIJHZqH9YOYjKZ7LhlsvGyHCtLsADQ9pypbm4GsJkEiPsxMcYTosXWIiJEi3VEYImyTCazI/JEZUTenxTOAxxLNMSWcrPhZv1+/42YIlITiOudmGOpM65XWpxaKK6DNZA7cyDgq5H49Z5YbzxWz89KEWRz5icF5ROsm5UT53sYOlN5kbFix4G9hxB9Pz8/9Pf3IygoCMHBwTSlGRtzx5//RJoi/bgZidQUJg5TRGqSwNfV8zcd/jlyzFWVH/8ZgL3nlqPzNyPGIsBjvf9EgT92RB3HqpT4Eg4rEQCgNiLW7ZucYzdSkprHZDLRzZbcR+4hgY/8d3VGDL6q70ykQ2K74bvE87MKOLKPAF/GF82YMQOtra246667sGrVKmi1WixYsABtbW3UjkGkUNIGqe5KmILxBIZO4b8PU0RqAjGaEZg9z7q2jqYGZBM0OluE/w2E6L8BJA6IfBOVSkVVfgRkEyZlQMh3Itfw41ZYIkMkJ7K5EiM2W1iPSBysk8TN9m1JKhzieMHa7sxmM60pBoxMe0PS7shkMmzbtg3btm1DQEAAHROdTodDhw7RyrQAHMZ6yeVyuwDlm22MpjCx+J8nUgkJCUhOToa/vz9WrVplVx7+o48+AjCcgHL37t1jtjWaQwBfSmIJFp8737BhAzZu3AgPDw8cPnwYJ06cQF5enkMbFF8FxaaycbZ4SU0awq3fc889aGlpQVZWll3w4FiQyWQIDw/Hs88+ixMnTiArKws1NTUu338zgYwVMdyTQFYAVNohRIowGGxKGb5NkQ9yL5vBgZUACHEkXmEkNsUZxrJ3arVavPjii8jKykJkZCQiIiJw+vRpXLhwAXPnzkV8fDxyc3MxNDSEuXPnIiEhgUosL7/8Mnp6evC73/0OzzzzDMrKykYEZLLqTVLiQaFQ0PnD1ixisz2IxWJs27YNy5cvh7+/P5RKJfUeq6iowMsvv0zTlhEpllXtOfJInCJStzb+p4lUUlISFi1ahHnz5sHPzw8LFiygnCHHcbSQX21tLc6ePYu2trZxLQhX1VH8hUYM0fPnz0dXVxeKioqc3ns9CzQ1NRURERHw9fWF1WrFihUr0NHRgdDQUFpQr6enB319fTCZTGhraxuRXiktLQ3x8fEAgMWLF8Nms6Gvr29SiZSjd50olR8rtRDPMtaLjP0hYG1YLNFxtIGyjINSqUR0dDRCQkKQl5eHxsZGO6mM7wbNvuNYxNDLywvu7u6IjIzEkiVLoNFoEBISguDgYHh4eCA0NBSpqamIjIxESEgIhoaGkJycjIiICEgkEggEAlogcdGiRYiPj0dzc7MdkWLzsfGJJT9IlbXxEe0AsSnJ5XIIhUK0traitLQUly5dQkVFhV28jqP3Zsf4ZvQUnWgQB5M5c+ZAoVBAKpXCw8MDRUVFtLJvY2Mjqqurb0m15/8kkSJc37p163DbbbchPT0dSqVyxDWrV6/G0NAQiouLMX36dBw7dmxUIy3fPuTsHGnf0TmBQIC8vDxoNBrcdttt8PT0tJPuxnovV4hWZmYm1qxZg1mzZkGn09FFsG3bNgwMDODcuXMoLi5GRUUF2tracOzYsRFEas2aNbjvvvuQnZ0Nd3d3ZGRkoLe3F59++qnLfXUFY0mPY6lYXX0GSxSIZEC87dhs4iyBsNlsUCgUNCu0Wq2GxWKh1Ur5Oe/c3d0hFAoRFBSE++67DwsXLsSLL76IpqYm2iaZX+xmM9Y7ktITVqsVsbGxiIuLQ1paGnx9fXHHHXfQPGy33XYbFi9eDGB4/KOjo2GxWNDf34/29nbav/vvv5+msyEFQwmIqo/0h6ijias+YJ+JnBA+IhmJRCJcu3YN06ZNAzDsfpybm4tPPvkEp06dsiPQRBpj7bakD2PZbFmX///mDCXEycbDwwPf/e53ERAQAI1Gg8TERFolWywW4+jRo3j77bcnLfu/UCiEp6en3TEyv8kPKb8y0fifJFIeHh74+c9/joceeogGrDmDUChEcHAwnnzySZw5c2bUj+DIg2ksGxX/Gm9vb6xcuRKbNm2CxWLBF198gZKSkhGpWRw919GG7ggXLlxAQEAAwsLCaOLIdevW4bHHHoNGo8GqVauwcuVK6HQ67N69GxcuXIBer7dr4+TJk1CpVPjZz34GYDgxJZ/QTyT4HOJEOk2QjYCVpsjGyx9D1o1cLpdjw4YNWL9+Pd5//31s3LgRRUVFuHTpEuRyOY4dO4bBwUGIRCIolUpkZ2fD19eXFnw7deqUXYoYvgTlKhYtWoQNGzYgOzsbwcHBmD9/PhYtWgShUAi9Xo/33nsPx44dw/e//30cOXIEKpUKQUFBSE1NRV5eHv7zn/+gra0Njz/+OM6fP4/MzEyIxWK89dZbuHTp0og5T4iHSCSiWdfJOxKiQMbNaDTS4yKRCLNnz8amTZuQlpaGuro6PPzww6iurqZjzUpbrPs+UX9KJBLqoDJaBvDY2FhoNBpYLBbk5uaOe0xvFri7u8Pb2xuenp7IyMiAj48PPffEE09AIBBgcHAQoaGheP/99yeNSIWEhKCwsJAGg1ssFtTX19OCmg0NDTh27BjOnz/vsAjjjeB/jki5ubkhMjISs2fPppVMCcf1+uuvY9asWZgzZw69nkgZ4eHhSEhIsNPPO4IzDs+RlMP3KAOA0NBQREdH0xLt5eXlI/KLOSJKjgieM8nq6tWrqK6uxr/+9S+Ul5dDKpWisrIS77//PlQqFTiOw+zZszFnzhx0dHQ43Djj4+OxYMEC+ryqqioUFBQ4HRc+XJGAWIJBStjPnDkTERERePvttyEQCKBUKlFSUkLf93rgSJUHYITjA/AlF08kotjYWMyePRvR0dHw8/PDnDlzcM8996C3t5cSdy8vL9x33320RDohRqRYHD95K1GFscHA7Lzi22R6enrQ3NyMH//4x9Rrrre3F3/4wx8QFRWF06dP4+zZs6isrERfXx8lkkqlEoODg+ju7obVasWrr76KFStW4LPPPkNNTQ3q6+vtYpbI+5MS5KzNDvgyhor/3axWK8RiMdzd3REfH4/58+cjNzcXn3/+OSoqKuzGf2hoiOZ7I3OE1UqwqkNnDkVCoRAJCQlYuHAhUlJS8Pzzz9OSLjdSQPSr9qR8/fXXERISArlcDj8/Pxw7dgx+fn5wd3dHaWkpPv74Y3zrW9/CsmXLJpww8NHT04Nf/epX8PDwQEZGBqZPnw5/f3/4+PhgaGgILS0t6O/vx5UrV6aI1I3A09MTM2bMwLJlyxAZGUlVETqdDkePHsX+/fshlUoRGRkJb29vqnOXSCTw8/NDcnIy2tvbnU50PoFydRNmQTIKq1QqCAQCdHV1jajTxG97vIumv78f/f39NN3+4OAg+vr6UFtbS4ugdXV1ob6+fkSdKIKOjg7U1tZiwYIFtN98dYAzsPaZ0cZIJBJBKpUiICAACxYsQHJyMi3+xnEcKisrJ8wGxjIAJJMEAX9zkkqlSE1NxdKlSzFr1iy4u7vDy8sLjY2NMBqNGBgYwJkzZ6gTgVQqRXBwMJ1vZIM9efKknaqPSAj8jdlRXwni4+ORlpaGlJQUytg0NjYiJycHx44dQ3FxMaqrq9Hb24ve3l6nbQoEAlRXV6OoqAjV1dVoaWlxuNnw0+A4stHxawgBw7ay+Ph4KuFVV1cjJycHRqORcufkHtIfQuTIcZaRYFWIfDV7SkoKtTVHRUVh8+bNOH78OIxGI1QqFdrb22EymWCxWDA4OIji4mJkZGRArVbDbDYjNzcX06dPR1BQELy8vOy+f2trK/bv3z9pREEul0Mul2NgYIAWFjWZTCgoKMDhw4chl8uhVCpRX1+P4OBguLu7o7OzE3v27JlUQmUwGHD06FGoVCpUVlYiPz8fERERCA4ORkREBMLCwrB06VJYLBYcOXJkVDv6ePE/RaSio6Nxxx134MEHH4SHhwf1ompoaMBLL72EvLw8BAQEIDIyEhkZGfDw8AAwzEV7eXlhzpw5KCkpQWNjo1O1jLNNl09c+IuLjbWRSqWUc3cmmU2kEwHLlZIS01evXqWlvfkQCoWorKxEdnY2HnjgAQBAQEAAIiIiXHqeq/2UyWTQarVYunQpnn32WQQGBtLnz5gxAx9//DHeeeedCbNLEQJFyrazzAYZH6FQCI1GgzVr1uDhhx+GVqsFx3HQ6/XIzs5Ge3s76uvr8dprr9H0Sm5ubtBoNFSNNTQ0BIvFgl27dtkZu1nXdkf54xxJe+np6Vi5ciVWrlxJCURlZSUOHjyIoqIil6Vb4kl38uTJUa8jUh8ZL9bBhHXFJ270RGqLjIzE4sWLsXLlSrqG2tvbqeceXypjmQaiKmQlJ3IdWcNs/2bNmoUVK1YgJiYGAoEAjz76KIRCIdRqNaZNm4aCggL09vZicHAQHR0d6Ovrw8aNGxEYGIj+/n4MDg7iwQcfxPz58xETE0OfZbVacfXqVRQVFaG1tRWDg4PXXa/NEeRyOfz9/eHr64uuri54eXnBw8MDzc3NePPNN5GVlUULHQoEApw9exaxsbEoKyvDO++8c92qPqLuJnZT4uU5MDBAM6dbLBYUFhYCAFVnp6amYvbs2Vi/fj0WLVqEFStWYOnSpbBaraiurnapNLwr+J8iUo899hiWLFlCCRQAXL58GV988QWys7MBAP/+979x9OhRPPHEE/j+979Pi5cJhUI8+uijqKmpQUtLC5VC+BjNeYJv8HUUud/Z2Qm9Xk8X6ObNm7F3715kZ2fbFThz9Myvyh3Xy8sLmzZtwoMPPghgeFO6dOkSjhw5MqHPCQoKQmZmJt544w2YTCbodDrYbDb6/dRqNby8vCaESAFfcutGo5Fuxux3kkql0Gq1SEhIwOrVq6FWqyEWi6HT6fDKK6/g8uXLKCsrQ319PVWLzZs3D2vXrqUbJccN18TKy8vDHXfcgT179qCkpIS6vRPixE8G6gzNzc3o6uqiY9DV1QUPDw/Mnj0b//73v294TPgwGo20AivHDec7JGNE7CPAl84oFosFd9xxB9auXYvbbrsNAKgEANgTPfI/f56zzhpyuRwGg2HEtyEYGhrC2bNn8cgjj9iFYzzyyCP0mvj4eDsV409/+lM69kKhEA8++OCIgpLAMLM6c+ZMXLlyBX/961+xc+dO5OXlTdjYrl27lqrSFi1aBLPZjJ6eHlRUVGD//v12tkupVIpPP/0UK1euhLe3N771rW/hxRdfvC7C4OXlhbCwMMjlcvz9739HVFQUOjo68Oc//xnvvfceNTewMBqNyM7ORm1tLRISErBo0SLK5C1atAgdHR3YtWvXDY8J8D9CpKRSKebOnYs5c+YgJCSETv5HH30UlZWV6OnpsbteJpMhPj6eFgBj1RGbN29GSkoKrly5gjfeeMOhWoj8PZp6wpkkZTabadZpiUSCkydPorKy0o6zduTmC3x1uvL+/n6oVCoq2eh0Opw+fRoHDhyY0OdYrVY0Nzdj8+bN8PHxgUwmg0wmQ1hYGDZt2oSkpCSsXr0aH374IYDr9/RjHSfIQuMnQiVS1ODgIHp6epCQkAC5XI62tjaUl5dDLpejpqaGllggqrvk5GRkZmbSTba3txcFBQVUcu/t7bXzhhvrW/LPt7W1obCwEBcuXMDSpUvxxhtv4NKlS6iqqnJ4n6O2HTE3zhgeorIkEqFMJqO1goRCIS3/AHxJ9K9du4a0tDRYrVbk5eXhrbfewrVr1+xUm6tWrUJ0dDR27dqFn//859izZw9Onz5Nx4V465lMJrsMFI4cW2pra5GXl4e2tjZUV1fD29sbS5cuhY+Pj903JWtQKpVCLpfTdzabzXj//fchFosREBCA1NRUVFRUICIiAp6enmhoaMCpU6fQ2trq8BuNF2q1Gt/61rcQFxeHpKQkBAYG4qWXXoLJZEJRURHy8vLsbG8+Pj7YunUrHnroIXh7e6OoqAh//etfxxXjyEKr1WLRokX41re+hZCQEEilUkilUpw7d26EwxQfS5YssdOgCAQC+Pn5ISws7Lr64gi3NJEKDQ2FWCyGQqHAtm3bEBQURBNaVlVV4cqVKw5Vd/39/Th48CBCQ0PR2dkJpVKJyMhIAEBYWBgMBgMuXLjgUh8cbZqjbRj9/f00OSkw7KJLRG5nbToyrk8mkpOTERgYSNVTTU1NaGlpGdXmcT3o7e2ljirLli1DfHw8tRcSLy+lUgmNRkOdDBwRflfAd0jhu4ALhUJotVqEhYVh+vTp1GPNbDaju7sbZ86cQXt7Ow0CJkSOOCYQInXt2jUcOXIE165dQ09PD/Vqux77JTDsrNDc3Ixr165hyZIl8PT0pN/ElfvJOVcZHVZ6YesCEcmJqO+I9OPh4YEVK1YgKSkJVqsV3d3dKCkpQXt7u500FhMTg9tuuw0eHh5YuHAhFAoF/Pz88Omnn1KplM2pSJ7pyHHCaDRi7969UCqVaGtrg0ajQXFxMeLj4xETEwOFQoHW1la6NxgMBuj1evT19aGvrw89PT24cOECRCIRgoKCqPOI1WqF0WhEWVkZKioqbsgJg8DDwwOxsbFYtWoVPD094eHhgYGBAezfvx9Wq5WuLQKFQgEvLy94enpCIpEgLy8PJ0+eRFtb23X3QaVSITQ0FFFRURAKhejr60NTUxN8fX2p2cEZ1Go1amtraZA4MLxuOzo6rrs/fNzSRComJgZarRbe3t548MEHKadkMpmQnZ2Njo4O9PT0jFiY3d3deOeddzB79mx4enpCq9VSIiUQCKDX65Gfnz9igYxmJ2IXFLsh8kEWBFssjHUycHQfX2KbLAiFQiiVSqxcuRLR0dEYGhpCd3c3cnJy0N7ePqHP4jgOOp2OqnYiIyORmZmJjIwMOiY9PT0QiUSIiIjAwMAAenp6qEqQtAGMP6ia9TQjkMvliImJwZw5c5CZmQmBQICOjg60tbWhsbERR44csfv+Q0NDdINrbm6m9XPOnz+Pffv2obW1lca/keeN1U9HhMRisaCjo4NK2zNmzEBRURHOnTs3rnZcvY5Imux7spIgn2EKDw/Htm3boNVq0dzcjKamJvT19UEkEkGr1dI4s+joaMyaNQsLFy6E1WpFREQEoqKicPDgQSoh8D0bCeHgg+M47Nu3z+7YgQMHkJaWhszMTHh6eqKkpARyuRxeXl7o7e1Fc3MzGhsb0djYSMvBq1QqhIWFITo6GmlpabS2Vn19PVpaWibE5uLj44Pp06dj9uzZ1Evu2rVruHjxosPrvb29ERwcDKlUira2Nhw8ePCGNRgajQahoaH0e7e1tSE/P58yoqOB4ziUl5fDYDBQItXY2IiKioob6hOLW5pIqVQqrF27Fvfdd5/dghscHMSVK1fsXHwd4aOPPsJjjz1GAw8B4PPPP8enn35KVRF8jCXlODrHYtmyZYiLi6P/+/n5oba2lkopzjYzviQwGdBoNNiwYQOeeuopeHl5obOzE7t378YvfvGLCeEq+QgICEBcXBz6+/vxjW98A1FRUQC+fL+goCBoNBr85Cc/QWZmJv75z39ix44daGhooG24QqCI0wDxRuNnjhCJRIiMjMTWrVsxZ84cREZGYmhoCC+//DJOnz6NsrIyypGzY//0009j8eLFiIqKgkAgwLFjx1BUVEQ3QYPBQDddi8VCy1KwRJJtz9G3b2hogJeXFwIDAyEQCKDRaJwGf482FqPNGXZesbWe+PcSNSlhEtzc3PDQQw9Bq9Xi0KFDeP3111FRUUHjpVavXk3tvMSblpQwt9ls0Gg0mDdvHg2iJypXknRWIBC47Lhgs9mQk5ODnJwcl64HgNtvvx3r1q1DSkoKdaDo7+9HcnLyhGW6UCqVVGIpLS3FW2+9hTfffNPp9WlpaVi/fj02bNiAw4cPIz8/H2VlZTfUh7CwMKxZs4b+X1pain//+9/Iysoa815vb29kZGQgISGBHuvo6EBjY+MN9YnFLUukBAIBFixYgKSkJLrIfvazn6Gqqor68+t0ulHbUCgU8PDwgIeHB91IqqqqUF5e7vSZLPfO3xQcSVV8N1q1Wg2ZTEbvyc/PHyHKO3OUmGyblFarxTPPPAN3d3e6IS5evJgWCxwvRts0NRoN7rjjDvz0pz+FzWaDv7+/3X3seN15551QKBR48MEHkZ6eTlU9J0+etPNuc4VgkVx0hCAQO0tqaioyMjIQHh4Oi8WCAwcO0ADmgYEBaociKq/IyEjodDoYjUa6sb700ksj4uzYbzZWgKojPP/885g/fz4iIiIgFAoRGxuLhx56CDNnzkR3dzfefPNNp+7ko4FPEEmfBgcHaWwX6S/JdygSiWAwGGicEwBafiMmJgYLFy5EcXExXn/9dURERMDNzQ0SiYSq5c1mM9rb26HVaqFSqaBWqxEQEEC9BMkYAV/GZMlkskkJYBWLxbh06RLEYjHuuusuiMVilJeXIz8/HydOnJgwd+/S0lLqEfrzn/8c9913HzQaDf7whz+MuHb9+vVYvXo1UlJSkJOTg1//+tcTEoJRVlaGf//733jkkUcgEAxnIrnzzjudEimVSgWVSgWbzYYHH3wQYWFhkEqlVEtFQlwmCrcskeI4DtHR0QgKCoLNZoPBYEBjYyOKi4vR0dExqv3Ey8sLd955J5YtW4bY2FjKIX766ae4fPmyU4OpIwI11obDP0/cz8n9RqORGpgdga/+IMcmGkS6qK2thb+/P4qKipCTk4O8vDyXPdEIXFFtDQ0NQaFQIDg42O64yWRCaWkpgoOD0d/fj76+Pvj5+aGgoAC+vr7IyMiAQqGARCKBj48P/P39cfToUTuVKR/EcYIN1AW+LIXt7e2N+Ph4eHp6wmaz0RixK1euoK6ujm7UJCVRVFQUAgICkJ6eDj8/Pzp+GzduRF1dHbq6utDV1QWNRoOLFy+irq6OOgaMlXuNnS8ymQzBwcEICgqCh4cHLfceHh4OoVCIV1991S6jhaP35rc51jNZKZPMc36/iQ3J3d0doaGhEIlE0Gg0iImJwdq1a5GamgqtVkvH3Gq10oDkI0eO4Dvf+Q5OnTqFc+fOobCw0C7bOZsv0ZF330Rh27ZtCA4ORnh4OCQSCRoaGnD27FmcPXsWOTk5TiU4og51VcIzmUzo7e2lamG1Wo1Zs2YhIiICDQ0N8PHxgY+PD5qampCYmIjw8HAolUrk5OSgsbFxTMcGV9DT00MD4oHheeXv74/HH38cZ8+epd7GJLA/PT0d8+bNg1arRWhoKDQaDYDh71NbWwuj0UhzoE4EbkkiRdyTQ0JC4OXlBYvFgs7OTvT396Onp4eqW5xBrVYjMzMT69evt7MbHD16FMXFxSO8AZ2Bb8jn95Fcw16vVCppHrbm5maX0uR8Fa7nxA5RXV2NjIwMVFVV4dChQ/jkk08m5XlWqxV6vR7d3d00oNJkMqGjowOHDh1CWloaWlpa0NLSgtjYWFy+fBkrVqzAkiVLsHTpUmrXGxgYwNGjR8ckjGzBQqLys1gs8PDwQEJCAlJSUqBUKmGxWNDX14fKykq0trbCbDbDzc0Nbm5uWLhwIVasWEETgarVaqq2s9ls+OY3v4mWlhY0NTWhvr6eqkwbGhqoiout1zQawRIKhXSDIFIIYSBUKhX8/PxorIojTzhX1aB8kH6yxILMc1KJl6jqAgMDERgYSKv2+vj4YMOGDfD19YVaraZzqru7GxUVFcjNzcWHH36IJ598EllZWXjvvffQ19dHmTTWdjeaXfdGQNzcH3nkEURHR0OpVMJqtaKyshLnzp3DiRMn0NLSMirhHw+RIhCLxcjOzkZERATUajXi4+OhUqkQHh6OoKAgXLlyBfHx8fDz84PNZkNubi5MJtOErPv+/n5UVFSgs7OTOmT4+vriu9/9LuRyOXp6eiAQCFBVVQWLxYKVK1fi3nvvRXR09Ii2Ll++jI6OjjEdLsYF7r8QfX19HAAOACcQCEb8yGQybtOmTVxFRQVnMpm4trY2bufOnVxoaKjD6/k/EomE8/Pz41pbWzmO4zibzcYNDQ1x//znP7lZs2Y5vU8kEtEfoVDICYVCTiQScWKx2O4cOcb+iEQiTiAQcG+//TZXVFTEFRQUcDNnzuTkcvmIe5215ej5rryvKz8qlYqbP38+HY+Ojg7u888/v6622HFx9qPVarnly5dzL7/8Mmez2TibzcaVlJRwb7zxBr2ffU+JRML9+te/5jo6Ouj3+uUvf8mFhISM+BbOxp79USgUnEwm4+666y7u0qVL3ODgIGe1WjmbzcY1NjZyALgLFy5wO3fu5O6//35ux44dXFtbG2c0GjmTycSZTCbObDZzg4ODXGdnJ1dYWMjpdDrOYrFwQ0NDnNls5trb27mNGzdyYrGYUygUnEQisevTaN9Po9Fw77//PtfY2MgNDAxwFRUVnEaj4Xbu3MnV1tZyJpOJ6+rq4lJSUjipVOrwG1zPHFGpVHRspFKp3ThKJBJOpVJxcrmcmzlzJvd///d/3MDAAGcymbgzZ85wf/zjH7ns7Gyuo6ODGxgY4AwGA2cwGLj333+fW7VqFSeRSDipVMo1NjZy3/zmNzmBQMBJpVJOKpVyMpmMk0gkdH2S4+TYRPwIhUJOrVZzCxcu5JqbmzmbzcaZTCauoaGB++tf/8rNmzdvwp7lbP8ICAjg5s2bx33729/m6uvruYKCAm7Xrl3cL3/5Szpup06dmvBnq9Vq7rnnnuMaGxvpehsPyJqLjY3lZDKZS88ke3hfX9+obd+SkpRYLEZqaiqUSiX6+/tRVFSEX/3qV9S2I5PJMH36dDz//PMoKyvDkSNHcOHCBXR1dcFmsyEgIAC/+tWvqBjb3d2NEydO4De/+c2YXmwcTzXiynUEAoEAO3bsAACsWLECDzzwAJ5//vkRqkkBTwrjeGo+R23fCH70ox9h4cKFSE1NBcdxOH36NPbv34+TJ09CqVTiueeeQ0dHB03dMhYELnDA/f39uHTpEoqLi7Fz507MnDkTjY2NTpOFkizcrH3ihz/8IebPn49vf/vbaGhoGFUqFTDqQLFYDJPJhBUrVmDlypWIj4+n6jhg2JmlsrIS/v7+SEpKwrJlyyCXy6FQKKhTAcm9V1FRgXPnzuF3v/sdpFIpkpKSEBUVBW9vb6xZs4ZmtiBcMb/8haNx4/6/2/ayZcuoK7yXlxf27t2LhIQEaDQacNxwqRmDweASVy+VSuHn54dnnnkGhw8fRmNjI6ZPn44dO3bYxQKy9Z2IOpScJ9InKYBIrjWbzYiJiUFQUBC145WUlKC+vh6ZmZl46aWXUFNTAy8vLyxZsgQSiQTf/e53kZCQgB/96Ed0TNiM6OSH5AacCMjlcsTFxeG9996Dj48POI5DRUUF7r//fjQ3N9NsLJMFokq22WxYu3YtmpubERAQQLPX79y5E7W1tSNi4CYCRqMR//nPf3DgwAGsXr0aDz/8sJ3H31gwmUyor69HYGAguru7x9RWjQe3HJHy9vZGQkIC5s6dSzMC+Pr60sEWiURwc3PD/PnzER8fj+DgYKhUKppxIigoCBkZGVi0aBF1CCDG897e3lENphzn2NhMQDZC/j0AaD+jo6NpHJCfnx8CAgJgsVgwMDDglAhNNFEiUCqVWL16Nc2bR+xDoaGhmD59OlQqFbZs2YKlS5dCr9djzpw5SEtLw4EDB1BXV3dDxlNiRySG2IGBAQwMDKCjo8NujNkxvXDhAnx8fPD9738fwHAG6ZSUFHz729/G9u3b0d/f75BQkc2OtX1wHIeQkBAaW8dP1xMUFASBQACj0UhjpdRqNSUKsbGx6O3txfnz57F37160tLRALBbDYrGgrq4OarUaNTU1KCkpoW1yjDprrPLxZrMZBw4cwIoVK+Dl5QWpVIq4uDiq/uvt7cXf//53hyEWbDsESqUSKSkpmDNnDgIDA1FdXY3a2lqHY0XUomxf2f9Zmx7JXi6TySAWi6HX63HmzBmUl5ejqakJJ0+eRH19Pc2WTgzypBAiv898Qj5R9ZO0Wi18fX0RHx8Pf39/CAQCHDhwAHv37qWxU19FraaIiAikp6fTfJBubm6Qy+WwWq1obW2dEG8+R7DZbGhoaKA2wpaWFkRFRWHr1q2Qy+VoaWnBsWPHkJCQAE9PT3h6etKwHGC4MOw///lP1NXVjdtGPRZuOSLl7u6OhIQEKkmJxWIEBgbSD9/V1UULiAkEAvj6+iIpKYnmZCOJQ2NiYgDYZ70eLxwRKf7/rBSk0WgQFRUFrVZLPZeCgoLQ09NDuTiySThqj23LEUEcDxQKBYKCgrBy5UokJibCx8eHbpxWqxVxcXFISEhAUlIS6urq4Ofnh8TERKSnp6OzsxNyuRz19fU3FGQIDDtQGAwGVFZW2h139H6lpaXw8PDAli1baG0kpVKJadOm2WUNcQRHzEVAQAC0Wq3duf7+fnR1dUGhUEAsFqO9vR11dXWoq6tDcnIyzf0HgEpS165dAzDMIHV0dKCjowMikQh5eXkjgnnZjXg0mM1mHDt2DHPmzIFWqwUASqD0ej1qamqwZ88el7l/pVKJxMREhIaGIiEhAbW1tdixY8eIMWOzkJP+ErsUsamx/SfefsTmV1ZWhoMHD6KpqQmdnZ3Iz8+HUCiEj48PwsLCqCt9X18furu7R3wT/lhNBOEQCoUIDAykWfaFQiFqa2uxd+9efPjhh/D29r7hZ4wFkrMzNTUVd955J/UaValUEIvFlEjV1dVNqHs3AcdxlKm8du0aCgoKEBwcjKioKJpU9u2336Ye08nJyXZESqfT4cSJE2hsbJzQfIbALUikiLrF09OTLhQ3Nze89tpr4DgOu3fvxoEDBzBv3jzk5OSgv78fzc3NkMlkSElJwWOPPYZ169YB+DJ+pr29HSdPnhxz8PlEguWOSd/Y88CXLuhWq5UWGSRJJM1mMyIjI9Hc3GwXdc7foCdDzRcfH4/MzEwolUr4+flBrVbTjAHf/OY3sXr1atx9993o6OjAt7/9baxduxZr1qxBSEgIbr/9dixbtgwFBQXYvn37DfXDGWFhNy3yd2hoKEJDQ7Fv3z5s2LABSqUSlZWV2LZtG9ra2katycV+G5JPjlSvJfNAIpHg3Llz+PDDD7Fy5Up4eXmhoKAAx48fx8mTJ/Gb3/wGq1evxowZM6gTjK+vLwICAqiamGysxJnC0fty/9+V19H7smpJ9l2Im7ZAMFw0c+/evfDy8hpR4dYZFAoFkpKSqCrP09MTs2bNGnE/X2oi70PGjdxPDOd9fX3w9/enmb23b98OnU6H3t5e9PX1QSAYLoWzZcsWPPDAAwgICIBarYa7uzs8PT3p88k6IR6MbJLbG4FAIIBKpUJsbCzuvfde3HnnnQCAZ555hpZamQgPutEgEong7++P0NBQLFu2DHfffTcsFgsefvhhzJs3D/fddx98fHxw9uxZh9LtZGBoaAh1dXXYuHGj3fH8/Hxs3boV06dPtzuuUqkwe/ZslJaWThGpsUBUYyyEQiG8vLwAAJmZmZDL5Xj00UeRm5uLgIAAzJ49mxbxIwlliU6/trYWp0+fxptvvjlmbixHCWP5x8k5/oZJFn5lZSW6urrg5uaGFStWID09HSaTCYWFhQ43KHah3qj0JBKJEBYWhoCAAGzcuBEPPvggzV145coVnD59GufPn6cZ0v/whz9Qrjc/Px9vvPEGVCoV9u/fD6VSCbVaDbVaPWm6fIFAAG9vb2zevBmHDx9GamoqFi9ejKVLl0KhUECv12NwcBCenp4uS3SEOQBAs5eLRCLU19fjpZdewsWLF1FdXY3Dhw9TGwyxJ3344Yfw8fHBjBkzAABnzpxBfX293UZPvg/JXsBmayD5A9nzzr6nQqHAT3/6UwQHB48ocw8M2wjOnz+PLVu2oKenBy0tLUhMTMS6detoUCpJhLtnzx7qdQgAtbW16O7uho+PzwgiwI8hM5vNNGUR+Z/jOBQVFaG3txf3338/Xn31VSQlJWHFihXUxsUnbCQvo0AgwLZt22imcULQyfOIlEo0HDfiRSaTyRAVFYXdu3fTEjkWi4XGQU6WezuLmJgYWiPtG9/4BsRiMXJyclBXVwej0Yh3330XBw4cwIEDB3DkyBEcOHAA+/btw8GDBye9b86gUqlGSJeenp64//778fHHH09Y9nOCCSdS//d//4df//rXdsfi4uJQWloKYNhA96Mf/Qi7du2CyWTCypUr8de//pXGk9woent7UVpaare4BwYG8Je//IVuKv39/RCLxZBIJMjIyMCmTZuoq6xAMFx1squrC3/7299QXV2Nmpoal/WsfCcGZ1KOI/USx3FIT09HaGgohEIhFAoFLBYLwsPDkZ6eTp0GHNmkxkugSKCyp6cn5s2bh8DAQHh6elIONjY2Fm5ubgCAffv24fjx4zh//jyam5sxODiIoaEhu2Dorq4uDAwMwNPTE3v37kVmZiZSU1Px4osv4kc/+tGkBFxGR0djzpw5uP/++zF37lwEBAQgNDQUarUaAoEA/f39aG1tpZudM5DNnWz2hEs/ffo02tvbIZFIYDQakZeXh5aWFlitVofZSmbNmoWwsDDa3u7du1FWVkaNyGyuO+JswM4X2/+vcMtXAzv6rgaDAX/84x+xfPlycNxwCqnHH38cQqEQ0dHR2LBhA01YajQaodfrodVqafkKk8mE2NhYCIVCxMTEQKfTITY2FocOHUJ3dzdaWlqQn58/wgbLMkWEeJD/iav40NAQzGYzOjo68Lvf/Q49PT00pyApf0PeSSQSoaqqCpWVlWhra4NcLkdubi5aW1tpxnV+HkV27dyIus/NzQ2hoaEIDw+HSCRCWVkZiouL0d3djaKiIjt142TB19cXs2fPRkpKCvz9/ZGVlYWdO3fS5LhE7fnGG29g27ZtmD17NnQ63ddKpKqrq3HhwgVqEiGqyB07dkw4gQImSZJKSkrCsWPHvnwIw+388Ic/xP79+/HJJ5/A3d0d3/nOd3DPPfeMmmtsPNDr9airq8OFCxcwbdo0aDQaWK1WlJeXQ6/XU27M19cX8+bNw4oVK7B48WJ6P4lhqa2txQcffIDm5maXsws7IxIshwvYEy4Sh0E2cdYgTDyoQkJCkJKSMmoZbFYFMxbi4uLg6+sLDw8PWmOLJG4VCARQKBTUFiQUCnHw4EGcPHlyVIMtEfFNJhP27dsHhUKB2bNn47777sPTTz/tkEjdiLqGqGmCgoKQnp6OmTNnUm+2trY2cByHwsJC5OTkuORp5EgiPXfuHIqLi2nsTH19PVX98G2DRGVEvMJsNht0Oh0N3AVg57RBJCe2DUKkWLsP377ISko7d+6ETqejDMOdd95JnTMCAgIQHh6O1tZWBAQE0LRDKpWKzityLDo6GoODgygtLcXJkyfR09ODxsZGp2uSr2YEvlSzE3UgcSr5z3/+QysYl5SUIDk5GVarFQaDAQMDA2htbcW1a9dw7do16lBC1hyRntgYNtYOdSM2KRL0nJGRAalUSjfec+fOwWQyjYsxvREolUoEBgbScSkqKsL+/fvtVIwCwXBi4qGhIWi1WgQFBU16v0ZDU1MTrS0FDH/77u5u7Nmz57ozsY+GSSFSYrHYLo0NQV9fH95++218+OGHWLp0KQBgx44dSEhIwMWLF+3Ktt8I+vr6sGTJEpw7dw6zZs2Ch4cH/vGPf+D06dOorKxEc3MzAODJJ5+kReuA4cF+//338eabbzqtFzUWRnMP53PFQqEQkZGR6O3tRUNDAwQCAbZv3w6LxYK4uDio1WqEh4ejp6dnRPoTflvODMuOsH37diQmJqKzsxNz584dcb3NZkNXVxfa29uhVCpx8OBBl8bDarWio6MDx48fR0VFBRYsWICnnnpq0rwP8/PzYTQa8fTTT0Mmk6G2thbl5eWoqamBzWbD559/bpeocyzHCUJoyXVXr16l342/GcpkMjuVU2RkpF15covFgu3bt+PPf/4zdu7cCWBkCiyJRAKz2WzncEDaZD0NnWFoaAh79uyhRTl37doFiUSC9vZ2dHR0ID4+Hu+99x6WLFmCu+66C0qlEsnJyTTtltFoRH9/P4RCIQoLC/HYY48hNDQUtbW1Tgk7a0slEibf+YP1vhOJRGhra8Pu3btRWlqK//znP+ju7kZdXR3y8vLwyiuvwGKxwGAw0AzyFouFqhBtNhutXEDGxGw2UwJ2PXNLIBAgICAAd9xxB7797W/DYrHgt7/9LXJzc9Hc3OywftJkYXBwEO3t7XBzc0NRURGampoocSRzz8PDA/fddx8UCgUqKyupVurrApk3AKgGQiAQTJrkOSlEqqKiAoGBgZDL5Zg7dy62b9+O0NBQXL16FRaLBcuXL6fXxsfHIzQ0FBcuXHBKpPjxL2O5NkulUqxZswYHDhyATqfDsmXLIBKJsHDhQqSnp8NoNEKj0dAaMoODg7hw4QL+/Oc/Iz8/nxKx8YLvGu2MYInFYvj5+eHf//43Ojs78dlnn2Hnzp3gOA5JSUkoLCzEH//4R/zqV7+ink+kDhZfIhuNCPL/J4k9SclnfiVdm82GlpYWPPvssygvL0dfXx+am5vHzHHIh16vR1lZGaqrq/Hxxx9PmuGZ2PCioqLsHBLYzWw8mxiJOSKJX4EvN1w+kTKZTJBKpdRlt76+HpcvX0ZaWhqVvHbs2IHLly/blbBgPeNMJhOVnohjwWjOHYBj9TFhDn7zm9/YuYgT9TbJrP273/0Ozc3NOHXqFLKyslBRUYHBwUH09/dDp9NBp9PRsiLOIJfLYbFYaEFDot5jHU7IOxBCIhQK0d/fjwsXLiA2NpYSIqL+ZIsc2mw2mgeOvOPg4CBtixB28j95visQCIYrz/7kJz/BHXfcgaCgIAiFQuzduxfFxcVoaGiY8HIzY6GsrAwff/wxFixYgLCwMDzyyCOIiorCL37xC6xduxbr1q3DsmXLoNFocPToUXzxxRcuJX6dTAQEBCAxMZFqG44ePTpmRecbwYQTqdmzZ+Odd95BXFwcWlpa8Otf/xoLFy5EYWEhWltbIZVKqV6awM/Pb9QCYtu3bx9h5xoNVqsVOTk5GBgYgLe3N6ZPnw4vLy9IJBKo1Wqa2+3Pf/4z5WL379+PwsJC9PX13ZCeeyxbAvBlWfTw8HBaXpygubmZxmmxBmj+Ru9IFeSoHyxIKh3iHEAK9eXn51M139GjR3H+/Hl0dHTAYrFct8rDZrONYC4mA6RcyGjEyBWVokDwZRlyYsxnbUh8kGSyAsFwlVSj0YiWlhacPXsWbm5uuPPOOyGXy6FUKiGXy6lzBeswQCQ34t1JNmlWxcV/h9FUys7sAX19fSguLsZvf/tbyGQymk6qr6+P2o9IX8ba8EkFW0IEgWGmixAVqVQKk8lEiQjfXZ0QODbjPEtYWeJDJEo2iJekXiLPc9W5gVQrvuOOO7BkyRKaU5CkZGptbaWJgr9K9Pf3o6mpCe7u7pDJZPD29kZSUhIeffRRrFmzBgkJCfDw8IBOp0NHRweam5snrNji9SA0NBTJyclISkoCMBxflpGRQSsiTwYmnEitXr2a/p2amorZs2cjLCwMH3/8sdMSAmPh5z//OZ566in6f39/P0JCQpxeb7PZaOJP4tq5YMEC6HQ6aDQauLu7o6KiAmfOnKG5wc6cOXNdfWPh6gQn3F9ZWRmampqo55lAMFwjqb+/H729vTh9+jSuXLkCs9ns0DttvDYdjhsuXU7UBZ6enrh8+TJOnDgBm80GtVqNo0ePor6+fsKyPDvDjboOs3A27uN9BpEM2AS/jtpjpWR28yS1tYiDQHt7O8xm84jksayUwQ+M5dsvJwKkb65kA3EElkCSemfkOJ9IEMJD4Oh92P9ZVSff6Yj9myVahCjy2xoN7u7umD59Ou655x5qN6ypqcHVq1dpAUo2s8ZXBbPZjL6+PnR1dUEqlUIikSA8PBx33303MjIyoNPpUFxcDAAoLi5Gc3PzpDgnuAqFQgFfX1+6//r4+KC/v596T08GJt0FnVSerKysxIoVK2A2m9Hb22snTbW1tTm0YREQ99TxoqGhAR999BFOnz6NV155Bbm5udTI/uqrr0Iul6O8vJxOgomAKxujXq9HRUUFfvSjH6G6unqEsfHzzz/H559/7tLzHNmlSD/4C9hqtWLfvn1oaWlBXFwcQkNDcfr0aeTn5096yhc+bsRpgo+JaIeVWogqi7RNpB4iYRGpixSEIzaZvr4+5ObmIi8vD5988gmNd2NLSpC+WiwWmkiYPIe1sTjLfO/sXR055jg65wocPcMRAWHPsZIT+U2kHjallNVqpUlqCSPEMq/kvYmtjj9urIMGgDEJC7mPZMQngc9msxmff/45Xnjhha987vNhMBiwe/duLFiwALGxsXaq+D179mD//v2YN28e3nnnna9cHckHKftCtD8ajQZlZWU4fvz4pD1z0onUwMAAqqqqsGXLFqSnp0MikeD48eNYv349gGGdbH19Pa3qONEglTQfeOABO9sAsVdMZKoTVzdLjhsO1iwrK3OaPeJ6nuvqZkQ2UrKZuKrTnyhMJIGaCAgEAkgkEkokSM45oqoihIRk2yBg1VoA7DZP1m5KpCVCsFhCBXxZ/uJ65+JoBGQ8cIUAEjUn8GX2CQLyfuQceSdWMiV1p8h1JpMJRqPR7hj5HsTeJ5VKKdPFSp5jSZ0ki4RKpcIvf/lLmoOR5BYcHBz82gkUMLxH/vGPf8Srr746Qkonc+6LL76YdNW5KyCVJEiJnJ/+9Kdjev7eKCacSP34xz/GnXfeibCwMDQ3N+O5556DSCTC5s2b4e7ujkceeYRWdnVzc8N3v/tdzJ07d8I8+xxhNH39RD8HsCcao20cjuI/XN3A2evGMrY7eu5XkYdsLEwGsRpLmuSDHUP2fnbDJeeIezX7P5ESyAbCEiOWKBFjP+vZR4gUW/bCGQFwxojciNQ0Hnumo/sIwSAOJERdyrqhs+9HNl3WlZzjOOopSaQwvnaA7/zD2rGcvQMZT4VCgW9+85sICwujKaMuXLiAnTt30nydNwPMZvOkq9gnCocPH0ZlZSU0Gg1yc3Op/XqyMOFEqrGxEZs3b0ZXVxd8fHywYMECXLx4ET4+PgCAV155BUKhEOvXr7cL5r0VMF5CcyPPcfbs/zZcr/3FFQLkatvkOr7bN8vZO9sIyfWssZ+45fJjoPj38p0j2DZdJT7O1L3XA1fuJ4SFD9aJh3+eJfjE2YQlSnymjh0T/vnxuJ0bjUZ0dnais7MTp06dgkAwHLt17tw57Nu3b0Izdf8vobq6GtXV1V/Z8wTcV+3OMgHo7++Hu7s7gIk1wE8EHBl9x8vdOrrHkXTmSrs34+cdzSOLTxCcGdPHcpbge1mONk9Y6Ylth/1hbUeOni+RSCASiaj3mkKhoK7sbN45InlZrVYolUoa/0PUUGx80ETnQJsIkPdhXeoB0GN8aYBvlyI5EFmJlPUO5DukEBd2NhaLqAcB50STbYM4Kk3h5gL5bn19fXYeznz8V+fu+ypya7kCZ9zs9RCIieaYHeV1c9TOaMZyvveVo3ucEU6y4bLXeXh40BIXrEMC+SGqM6KWJG2zmyOxB4nFYshkMhqfQzYysjGR46TWE9smUVMNDg5SWwl5Lv/9RssRR7h/8myyWfNrQ5H/Sb+Jpxzfldtms1GbzM3EZJA5wNoxXZFo+eplPiG7HgLiyj1j2awmE8SpZiKffz1MLwvW7kckWtajlR9/RuYiOUacXkgb5DuSa8g7s+uM7TvJsMI60bjyLv/VRAr4+iUpVsV3M4Jva+H3lVXROHsPZ9m6WfCJqDNbD8cN55kjk5bEGFmtVipRkA2cBG+yajii+2bz7JlMJjunGCKF8DcpNlkpyaTNSkgscXImzbliw2HflT9mbJ9YgkqkK3IN6134dcBV297NOu9vBoz2/cf6rnypkiUY5Bhr62PbZc+x7bFr0Wq10oS+5Bxrc+WrvFmJmawjR/sCS3iIFMw6DrHJlklg9lj4rydSk4GxjNP8czf7Qp2M/jlaaK4eIyofcp5PEFjujRAz1o7BcRwkEgklbGyGBcDetkSO81P3sFKWIxUh+z/bN/adHKkUx9qEnEmn/Gde7zdzpB4d61qCySaIpCRFTEwMpFIpBgYGcP78+Ul95teFG11zfALDn2+OnuVIJc6X5PnEbKz+Opvz5Bls6RZWemIlK/b+8RBqgluCSN3o4hqNO+a37apB+2aBI6mA3RDHu1GN1ha535HEwG+fEB02ywMhSiaTCXK5HABoKXbWrkMWB1+lQJ7JJ2ICwbB3nVQqpXYjg8FA7SR8bzR+X8cjVbH3OuNk+WM0liTrKpx9m7Hu4Qcbkz5OJASC4SS8CxYswLe+9S2oVCpUVFTcskQKsJecWNMES0CcqdkdzT1W6uZLPoA9EXLkHUq0FmR98OcanzkERpZmIRoLUkqGVA0maa4IyDVEI8K+93hrgd0SRGqi4GjTdgU3szRFJux4uRdyLwsyUdnzztocS39OFgmJSVKpVOA4jgY2E+O4SCSiQbFEFWgymWhBPJFIRLO2WywWGI1GCIVCGI1GyGQySCQSer1er6fEiRRxdOSOPxohYjcW/m/2vCMmh4wdUbewBIKvXgFcL0PhjNlw9m34ElxaWhrc3d0nNSdcYGAgUlJScNddd0EsFuPgwYMuB6z/t4L/Tccr5Tqbh2ResESFfy9ZL6yKT6/X2805Mv/J9WzIBQmkJuo6wswRDQQhgCRNFjCc15GUVyG10YjtmFVpE4bU1T3zf5pIsZw+x3FQq9VYunQplixZgrS0NADDhesuXbqEkpISNDQ0OIxJulECJRKJ4Ofnh2effRZWqxWHDx/GkSNHJiz2YDSpkM/RsWMil8sxe/ZsZGZmIiIiAj4+PnQCtrS0oLCwEO+8847TlE2Onstxw+VJyN9E4mFtQ/xMDESaIv2VSqU0lyHfAYFIS+x7kGzdbAoeg8FA350sPv648B0x2PfiLzJnkgjbD5ZZ4DiOZl0hpVqc2cRcASnD8dhjj0Gv16OgoAA5OTl2aYzIcz09PREVFYV7770Xly5dwvLly+Hm5obm5mZUVlaOcBy50fnt4eGBadOmYc2aNZgzZw6USiUOHDgwqQGgNxtY+xHg3AuV44az6oeGhmLt2rWoq6tDTk4O6uvr7a4H7IkfyzCyGfUJyDwn2gW2DyKRiDrqsPOYaB+I7ZZfA80RoSHOEURDws5l4rk6Wk5MR/ifJFLsovX29kZAQAAtVrd8+XIsX74c8fHxAIZTGHV2dqKurm7SdPY+Pj5ITExEWFgY/Pz80NbWhpKSkkmPRWAnEH+yRUdHIzk5GVFRUcjMzER4eDi8vLyoM0NHRweCg4NhsVjw5ptv2iXAHY2zB0BVboSrIwtqNBUZfwHdddddEAiG3ZHd3d3R0dEBg8GAvr4+lJWVjVBZOFq8rNTDts2qVFiMtVk7slPxQYh/UFAQVqxYgYGBAdTV1TlUezlrg39cLpdDo9EgODgYCxcuRFlZGXJycuw2L3Lf7bffDjc3NwQEBGDFihXw9/eHRCKh6W7G876uQqPRICoqCqmpqaiurkZdXR2uXbs26WXZbxaMJtHy/5dKpXB3d0dSUhKWLl2K7u5uBAQE4F//+heVVIh04miNsX+P9f0I08Z68/HXCTt3HCU9ZhMxs44RRKXH1kxjbcXkOa4Qq1uaSLmyyMLCwrB06VJs2rQJTU1NiI+PpxUngeFSyRqNZlLdgYkqpLS0FFFRUYiJiUFycvJXGjAHfDleMpkMixYtwqOPPorm5mbExMRArVYDGCbaarUanp6eyMjIwPTp07Fz506qSnAkYbBtk8VAJCXi0spKLWzmbHIdcZUFhhfX888/D5FIhNbWViQkJCAnJwfNzc0oKipCUVER9RwkNi5WeiPPJfpxtlgfuYZduOx97DvwCSp/k2DvI1yvSqVCQEAAli9fjt/85jeorKzEoUOHcPbs2RHPc4VAAYBarUZoaChmzpyJ0NBQFBQUoLy8nDICAsGw84lCocAvf/lLStxjYmIQFxeH1157DTt37qTl5CcSCoUCgYGBiIuLQ1hYGJ5//nl89NFHY5bbuVlAslaQrBgWi2XcxNWRndbRXAG+zHW6ePFizJgxA56enpg1axaOHz8ONzc3NDY2orW11akamnUiYq8hc53VDLAu5URSIv/zS8sQLQUrmZOUV8ShyWq1UlsyeR4b1uHMZjUW/ieIlDMJiHDyarUaKSkpmDZt2gj9bkNDA/Ly8iZVNZGTk4OCggKEhoYiMDAQbW1tk5Iihb/BsRsre3z69OlIS0tDXFwcpk2bRjmorq4u7Nq1C1u3boVarUZHRwc++OAD9PX12U1cR+2y30Cv11PPH4PBAJVKRYNgAdBs0CTHGgBKdMRiMQYHB9Hd3U0lPQBYvnw5mpqaIJfLqYGYVHeVSCQYHBykRly1Wg2DwUDtQuSbs+6x7JgR8G0LLPhqQfY4mWeenp742c9+hk2bNsHT0xO7d+/G3//+d1y6dMmOSI4XJpMJg4ODCAsLw+7du1FQUACFQoH+/n5wHIfAwEDEx8fj9ttvR2BgINzd3WG1WlFRUQEfHx+Ul5ejpKRkVAJ1PSpItVqN733ve9i8eTOEQiGuXbuGtra2/6rA2sDAQPz0pz/F/fffj7a2Npw8eRLf+c53XLrXmVaAVfmxYzo0NITMzEx873vfQ0JCAiU6ERERuHbtGk6ePIk333wTX3zxxZiSGT9lFKvaI9fyVdhEw0GuJ1IWC6FQaFduRa/XU4mKMIQsQ0+0GOQa1q7lKrG/5YgUn/NduXIlNm7ciHfeeQc5OTl0YMjmNG/ePGzdutXhBwGGs1uw9YomS+VnsVjQ2NiIjz/+GPHx8cjIyMChQ4duuF1+OQjAMWenUqng5+eHFStW4J577kFsbCwUCgVEIhE+++wzFBYWoqysDNeuXUN6ejri4+Ph6emJjRs34tq1a7h48SIaGhpGjD8r0vNVfqQf7MJgpSgyscViMRYuXAiJRAK5XI6f/exnSEhIgEKhsCMyvr6+CA8Ph1AohFgsppwb4QoJsTUYDNTrzxHhJuAvYkdqG3aBO3NnJ8feffddpKamQi6Xo7CwEB4eHpTz5N/jDI4IhVKpRHBwMNauXYvnn38epaWl6O3thVarhUAgwIYNG/DAAw/A29sb7u7uqK+vR0FBAQ4cOIDKykrU1NSMSTjGS6ASEhKQmZmJRYsWwdfXFydOnMCOHTuQnZ39tZaaGA9SU1Mxffp0KsX7+fmNWiKID/Z7so4J/PPkd2RkJGJiYugzTp48ScuIbN26FTt27MDQ0BDWrl0Lk8mErKysEQG1jtonYFV5JAs/G+9EyqCwmf6/973vwcPDA4ODgxAKhbhy5Qq6u7shl8tx33334YUXXkBnZ6edDZkwXPwCmIQISiQSuj5dyapySxEp9qMQY2BERAQyMzMxMDCA3t5e1NTU0Eqz9957LzIzMxEYGOhUdePu7k7T+082CEcsl8tHFIacCIxmgyKc0Zo1a5CWlgaNRkPVQlevXkV2djYqKipoJeHbb78dGRkZCAgIgIeHh0ulVFgDKn/jJ5ITS1DJBHd3d8eCBQvg6+sLtVqNmTNnOtzQJRIJ3N3dER8fj+LiYtoOm26IVWGQxeNIN87OAT5B57/PaPYnAHBzc8OCBQsQHx8PgUCA2tpaZGVloaGhgVaB5rvSuwqO4+Dv749Zs2bBz88P0dHRqKurQ3d3NzIzMxEUFIRly5YhNjYWAoEA+/fvR3l5OSoqKnDp0iXU1dVNimQjFouhVqsRGRmJnJwcnDlzBnl5eV97qYnR4O7uDqVSiZaWFiQlJWHZsmWYPXs23N3dKbPk7++PJUuW4OzZs+NKWzUWc8txHBISEhAREQGVSoWhoSGcOXMG2dnZ6O7uhkgkQnNzM8LCwhAcHIy+vj5KDORyOQIDA6HVatHZ2Ynu7m709fU5fIazZ7P9JHPfw8MDISEhiI2NpftBREQEdDodpFIpli1bhiNHjqCgoAAtLS12Fa359l7AvnYY4HrGoFuKSAFfSkienp7w8fFBWFgYQkJC8OCDD+LixYvo6+uj6fl/8pOfULHa2SQKCwtDfHw89u3b95X0PyQkBP7+/pBKpTQW4UYwmvRE4O7uDqlUCpVKhSVLlkAqlVInhJ6eHuTl5aG0tJR68b377rvw8PBAXFwcVCqVHQEYy9mANaaSvpD7WUmKECmRSITY2FhkZmYiMTGR5mx0pl5Tq9VYsmQJKisr6bMJ586WiWBVfWxAIl96ImPHd+Mn98rlcshkMnR3dzvkZAUCAXx8fPDEE0/AarWiuroa165dw969e3H58mU7nTzfW8tVBAUFYd68eRAIBFi2bBl1w7///vsxZ84ciEQiDAwM0JIQDQ0NMBgMk+a4QFJIWSwW+Pr64rXXXkNWVpZDL9CvEoQZ8vLyojkFhUIhrV0VExODwMBAXL58GWvWrMHtt9+O9PR0O/ukt7c3Vq9ejUuXLl0XkXImqQPAtGnTEBkZCZFIhJaWFmRlZaGsrAwGgwFlZWVIT0+HRqOBp6cnTQdmtVrh7e2NxYsXIzExEYWFhSguLkZJSQkGBwftmFJWmiNrDbD30iPXcRyHkJAQSCQSWvJEKBRi1qxZdkRmzZo1kEgkuHLlCjo7O2EwGJw6QQ0NDdmlMHNVK3XLESlg2NvpqaeewpYtWxAQEABg2MNIo9FQ3383Nze4u7vbqVuAkSqXhIQEdHR0jKqTvx59vTOsXr0a6enpMBqNmD9/Ps6fP39DdWTYycdusCxeeOEFLFq0CKGhoVSi2bVrF/785z+jtrYWFovFjvjIZDJ4eXlBq9XCZrNh3bp1qK2tRXl5Ob3GmWGYFf3JxCWl1cmmT/prs9ng7e2Nd999F0FBQdSORYiGI3h6emLDhg14//337RwiWB07sWsRgy/wpfqRxWi2TJvNhpCQEGRmZiI1NRVPPfXUiE2H44a9tTQaDQICAhAaGorXXnsN//znP+l48vs3XscFgUCAhoYGnDlzBkuWLMHcuXMxa9YsatQ2Go04ffo0Dhw4gN27d9OS8ePFeOZ4XFwcNm/ejCeeeAIdHR20LM/XDS8vL6SmpuLzzz9HRUUFZWTPnz+P9vZ2REZGIj4+fkQFcTJnDQYDiouL8fTTT49b2mXbYecHK3mEhYXBx8cH7e3tuOuuu9Dc3EyZVI7jkJ2djfb2dsTHx2PevHlYvHgx9Ho9IiMj8dxzz0GhUMBsNqO6uhoff/wx/vKXv9gxQUQtDXzpaTc0NASJRAKlUone3l6qdXB3d8f8+fOxZs0aBAQE2KnpWTzyyCOIj4/HpUuXUF9fjx07dmBgYIA665CcgDabjTpKSKVScBzn8r52SxIpg8GAN998EytXrkRAQACdCM888wzc3d3xhz/8gW5SVqsVTU1N2L59O/R6PYaGhhASEoIXXngBEomEirxxcXEoLy8fVa1zIxCLxQgKCkJ0dDR8fHxQX1+P6urqryQTdnV1NfVqNBgMqKurQ0VFBZqammhxSODLjSoiIoK6owsEAvT29o6YcI7sN6QNovtm/yebs8VigVKphMlkQkZGBu69914EBgbS1EisGpD/HNIXUhWXGHjJOxCVJOH2iBTFusSzbZH2WbsXMKxWnDFjBjZu3IikpCQ7AsNKhEFBQQgKCsLMmTMRGxuLv/zlL7h27ZpdQUV2vPjSmyvzivSTH5is1+uxZ88eVFVV0RLpvb291+2952pfNBoN0tPTER0dTT3Cjhw5gvz8/Ot67kQhLi4Oy5Ytw/r16yESiRAVFUVtIzNnzqQxQSSfHR9CoRA7duzAhx9+OO717oj5IXYqwsjMmTMHQUFB1JNw69at+Mc//mHnaKJUKrF69WosXLgQZ86cwTPPPAOZTAaxWAylUgmO4zAwMIDy8nJ8+OGHdnsHIRqs/ZfMa5ZgiEQihISEYNasWfjBD34AT09P6sBUVVWF6upqREVFwdvbG6+99hp+8YtfIC0tDV5eXnjvvffs1grxHmQ1J+R5AsFwPKQrhOqWJFKA4xT+xH4iEAynaLl06RLOnTuHoqIinDx5kmYmUCqVdpmplUolAgMDUVlZOWmeSTabzc5TBgB0Ot2EEED+ZshHZGQkAODs2bNoa2tDTk4OLl68SANeAXuPJI1GA4VCQSefWq22y9PFPouvl3ZEvAjXD4ASLLLJL1y40K4yq7P3YyVFrVaL5ORk1NfXo6enx+5ewpiw0hj7Tfl9Zd+dqCbd3NwwY8YMzJ49G1KpFCUlJXbXkb/vv/9+REREICwsDHK5HAUFBWhra3Oa/Xk0VdBoGBgYQGtrq931hJgT7rqzs9NhHycSIpEI8fHxmDVrFsLCwqDX63H06FE0NDRgcHBwzPtlMhnCwsIQFxeH2tpaNDc3w2KxwNPTE11dXTTM4XoQGxuL6dOnIzk5mUrshFioVCq6yQP2WgcyRhcuXMC1a9fQ0NBwXc8n7QIjx10kEiEyMhJKpRIikQhKpRKLFy/Gjh07wHEctclqtVosWrQIKSkpAIbXrdFoRENDAw4fPoywsDCUlZXhypUr6OjoGLHuWVUfq+4jBJNleCwWC4KCgjA0NASDwYD29na88847aGlpQXh4OKKioiihVyqV8PPzQ1paGmQymd2+AXypTiQqVnacXcEtQaTYlyVpcqZNm2YXGzM0NITGxkZ0d3dTN+SjR4+iuLgYV69epfe7u7vDw8PDTqwViUTUcDhZsNls6OzspBm9BQIBXUgTDf4G6O/vj66uLhw7dgx1dXW4cOHCiLLa7OYtFovtPHSIQwOREMaSAvi6apvNZpdwlnD7Xl5eiI2Npcf5Ug276AlTQrJkmEwmHD9+HCUlJXB3d6cF7sh1xA7GccOeTsSZg7TrKM4EGN5Ivb29MXv2bMTGxqKsrAx5eXkjxlUkEuGBBx5ATEwMBAIB6urqUFNTg+7ubpjNZjq/blRVzHEcBgcH0d7ejr6+Pppeymq1UiN7VVUV5HI5fa6jVFD873M9fZJIJFi0aBHmzJkDb29vNDQ04P3333fqLCEUCqFUKulm6eXlhaVLl2L16tU4d+4ccnNzqWt9YWEhGhsbYbPZrsv5wsfHB56enhAKhejv74dcLrfzZAOGMyxYLBbqNQoMMzC9vb04duwYenp6oNVqYTQaYbFYqBp8vGPFtzmStd7T0wO9Xg8fHx+kpqZCo9FAq9UiPDwcW7duRVBQEAICAuDl5YWQkBAYDAZUVlbi/PnzeO2117BgwQLk5OSgpqbGYZ8IY8auP7b/5BxhEom7+eDgIJqamvDWW2/BYrHA398fM2fOxBtvvEFL4AiFQgQEBNitY/4a4nv5usrw3xJEioDjOPj4+CAjIwO///3vERoaCmB4cNrb27Fu3ToUFxdjaGgIDQ0NqK6uRm9vr92i1Gg08Pb2tgtEGxwcREFBwVcS30E4HOLi+c9//pN6I14PnHHsrMv9fffdZ6dKG01iEQgE6OnpgU6ng8lkglAoRGhoKHx8fKBQKChx46vN2PfjZ0EHvszVR46TNP6dnZ1Qq9V2fWNjNYBhGyT5Vp6enli8eDEWL14MhUIBT09PrFy5krrKklyBLJfsah4xDw8PeHl5ITIyEps2bYJIJEJbWxsKCwvtCCUwTMhzcnKgUqmg1+uxcuVKdHZ2OnRFZr+JM+eW0eDr64uYmBj84x//wJYtW2AymdDW1obZs2dDJpOhvb0dDQ0NKCgogLe3N/UAc6aOdQRXCJdCocAvfvELKJVKXLx4ETt37hw1H6BGo8E999yDjo4O2Gw2REZG4uWXXwYA3HbbbQC+DOY+cOAAlVh/97vfjduhaNeuXSgqKsL58+ehVCqxatUqhIWFwdvbG8DwHlFQUICqqiqsXr0aCoUCAoEAzc3NeOWVV6BWq7F161a4ubnh888/R3FxMWpra9HZ2TmmlMi3SQFf1nMChtXPb731Fg4cOIBHHnkETz75JPr6+rBp0yZERUUhPT0dKpWKai+AYen5vffewyeffIIrV64AAHbv3j3i2Xy1NatmZh2IgOF1NDQ0hGXLluGZZ56BSCSi+S9tNhuNOySB4yTEgeM4VFdXY82aNXQsiPqbOC2xwcD89Epj4ZYiUgBoTrLQ0FBqgxAKhfD19cUvfvELfPzxxzSx5bVr16jqBxgeNDc3N/j4+NhtJGq1GrNmzUJjY+O4B3i8MBqN6O/vR1dXF3p6eiY8AwDgOP5nrGsJOI5DSUkJKisr0d7ejoCAAJpk0tEGx2+b6MYJN89GvbOTWi6X49SpU+jq6sKzzz6LgoICuLu7IyQkBHK5HAEBAVCr1Xau7/znP/LII7jttttw/vx5hIaGwmazoaenhxYkJH0gkhzL6fFdwjmOw1NPPYX58+cjKiqKEqTKykqcPn3ajoHx9fXFs88+i6VLl0Kr1aK5uRnp6ek4ceKEXVzLaJzmaN+CP6bl5eVoaGiASCTCe++9B6lUCh8fH3zrW99CcHAwfHx88PjjjyM6OhqvvfYadUL57W9/61D9d712V4FAQDMzxMfHY/Pmzfj73/8+4rq4uDhoNBoEBQXhkUceQWBgIPbu3Yvc3Fx89tlnyMrKglarpfE5arUaiYmJuPPOO2E0GvHhhx9SD0VXYTAYkJeXh5qaGqSkpOD222/HiRMncP78eTz33HOoqKhAcXExuru7YTQaoVQq0d7ejrq6OigUCpSUlGD27NmYOXMmkpOTYTQa8Ze//AX79u1DRUXFmOMC2Ofv42c4sVqt0Ol0aG5uRm1tLaKiorB161YaG0jSkb377rv49NNPodPpUFdXh56enlGfyxJIUoyTZfT40pXNZkNubi7eeust/PCHP4SHhwfOnz+Pt956y24s+/r6qJqe9E2lUlEnKPJMdk4RjQXLzLnC+N8SRIodCLPZDJ1OB4lEQgfJarWioaEBRUVFaGlpofeRjNss9Hq9nTqhp6eHSl2TQTD4kEqlaG9vR05ODnJyciYl8wQwMpCQwBFR4h83mUyoqKhATk4Obr/9dqr2I0ZQR7YVAuJWznoMksnOfker1Yq2tjYYjUa8+eabaGxshFKphLe3NwSCYbfupKQkhISEoLCwEBs3bqQES61Ww2KxUNd6s9mMjz76iBIbotrjLyL+OxMQY3J0dDQiIyMRGBgIq9WKsrIyBAUF4cknn0RRURG6urqg1WqpKkapVKKqqgq5ublwc3Ozy3jOSpp8O91YOnu+VGM2m+nYd3V1QSwWo729HR9++CE8PDxgsw1ntDYajUhPT0djYyNKSkqgVqtvyM7Dx+DgILZv344HH3wQGo3G6XV33303wsLC4OXlBY1GA7lcju7ubuTm5qKjowMVFRVQq9VQKBSwWCwIDg6msYMRERFIT0/HwMDAuIgUx3G0GnRZWRneeusttLS0oKqqCgqFAh0dHTCZTPDx8aFSOYmpq62txapVqxAXFwelUgm5XA69Xk8ZSlfh6Bvzx6+srAxnzpxBbGwsDbcg6O7uRnl5OXJycmhMJX9P4jOgLIgKj5zjl6ghzjctLS04deoUzGYzvv3tb8Pf3x/Lli2Dj48PdDodEhMTMWfOHErcTp48ib17947IKciq5VmtBXvsf4ZIsR/DZDKN4C7MZjPOnTuHQ4cOjeB6+B9ycHDQbuJ1dXWhqqoKhYWFIzJlO7r/RkHUM/n5+SgoKJgQwni9di1nKh6SkLS0tBQrV65EQ0MDtbWwIO7ejrIns9fw3cA5btjbiNR9eu+996j6lZSXV6vVmDdvHhITE3Hw4EGEh4fD398fGo0GkZGRVEJWqVSYPn06fH19UVVVRaUmVoLmG4757y6RSDBt2jT4+/tTHbxer0ddXR1iYmKwYsUKHD58GMXFxYiIiEBwcDAuXboEgUCApqYmqqbiv/dY48yHM8M7e4xwrN3d3di/fz89plKp0NTUhA0bNqCyshInT56En58fmpub6ebkTBp2FWazGZ9++inuuOMOcByHxsZGu/Mk9GP58uVITk6GVCpFfn4+VUUWFBRQ+x6L7u5uBAcHIzg4GKmpqYiKirKzI48HNpsNjY2N+Ne//kWPlZeXQygUUlsLcdRRKBSU2N5zzz3w8vLC0NAQBgYGkJ+fj6qqKmrrdARHqm7A8XckRLSiogLnzp3Dww8/bCdtdHV1obS0lD7zeu1gbOiHs5yZvb29yM/PR3Z2NnXUuPvuu5GSkoL+/n6aX5T0/+TJk/jXv/5FmX5W5c1X0zszA4yGW4JIsfD19cXMmTPtKHZ/fz+eeuoppzEi5AMKBAK4ublBq9XS+3U6Hbq6ur6yVC5s8b+JktycbW6jqXX4Gyf7t4+PDwIDA+Hr6wuLxYK1a9eivb3drh2JRAKNRgN/f3+UlpbaqbLYMvECgYB6NQIjDblkURHJmLVhHTt2DEeOHIFEIsFdd92F1atXY926dfD19aWOLjbbcNmAH/zgBzAYDDhx4gS1xxHpgzgVkD7yvaDkcjnuvPNOJCQkwNvbGyaTCRcvXkRgYCA1ZG/evBnZ2dn/j73vDo/iOvf+bV/tSqveexegAggQvXewMYZr47jh7jj2jXOT3GvHyXXixE5xmq/jOG5xi8EFjCnG9C6aAAFCBUmo97pabZF2VzvfH/rew9nRrAoIxzh5n0ePdmdnzjlzytsLrFYrvLy88Nxzz0Emk2H+/PmIjIzEU089xQ4xXxqENyLzzjqDISHxb2L1ihQCsFgs2LNnD/bs2QO5XI6goCDMnDkT+fn56O7uhtlsZh5h10qofH19kZubC61Wi6NHjw5I66XX63HHHXegsbGR5WfcuXMnXn/99UHtruXl5ejs7ITVakVtbS3Onj07qJrrWscO9KdB8/Lyglwuh6+vL6ZMmYJNmza5aWnKysqwZs2aIW3F4nPHS8j8XubX02QyoaGhgd2jUCjQ0dGBl19+GZ9//rlbnkwx8FIS369Un6T6o/v44GDSZGg0GnzwwQeYN28ecnJyYLVaMX/+fPj4+DB7FgBWx42YUTpf4lALUg2Ka1INBd8qIiUIAqqqqrB9+3bMnz+fXQ8KCkJeXh6WL18+aKJYqid15513sms7duzAe++9dyOHDeBqaW21Wg2TyeSmlrweGIxLH+w3qeu+vr647bbbsG3bNqSlpeHWW2+FUqnEK6+8gn379qG0tBQGgwGdnZ2488474efnh/fee89tzumwk3cgZSPv7e2FUqmEVqtFV1cXk8JIEqP4FXqeDoJMJmOlyPfv388Q2qJFixATE8NUfq+99houXbrEiBFxkeKDK7YRyWQydHd343/+53+wYcMG6PV62O121NTUIDs7G9OnT0d2djZaWlqwc+dOFtD8/PPPIyMjg0lepaWljAjyTBGtAxnE+d/pt+GsDV0fTMoSE/na2lq8/fbbuHjxIk6cOIFz587h4sWL1yxRmc1mPPbYY3j22WeRnp6OJ554AkeOHEFjYyNDYEqlEtOnT8fevXvxwQcf4NKlSwM8SaVAp9PBYDDAYDCgqalpVJhGnU7HsvvfddddmD17NiZOnOjmRERE32az4cUXX8Snn34Km802rDGLgdZHnFmE1uSRRx5BWloaYmNj2fxbrVZYLBZERUWxTONSQMwf73xDfYiBD2KnvadSqRjhoLPX19eHw4cP48SJE9BqtQgKCsKDDz6I6dOnIy0tDSqVCsePH0dtba1bxhliNOk8EfG02+1uHpX/UkRKfKBoUmw2G/t89uzZARubNohGo2Hp8adPn46AgAB2z9ixY5GTk4OqqirJvkYL1Go1xo0bB41GA51Od0Nz9w2GAAEgNDSUxWvcdtttuHz5MsLCwpCSksKyxU+ePBl6vR4AMHnyZAQGBqK9vR1arRY2mw1jxoxBb28vsrKykJubO2BD8gleyT5F8RlxcXGYOnUqgoOD0dfXhw8++MDNyYFSq9A79Pb2Ms6wvr4eW7ZswaJFi9hhkMvliI2NxcWLFxmHRx6GfFZofo74zy6XCx0dHbhw4QJTYVgsFtjtdtTW1uLIkSMwm82orKyEUqlEXFycm0GaHDYIeK6W5kBKava0PiEhIYiOjsa5c+cwbtw4hIeHw8vLC9u3bx907fn/vb29KC8vh0wmQ1ZWFkJCQpCUlASNRoOysjJ0dHR4bMsTOJ1OnD59GqdOncK0adOQkJCAn/3sZzAajdi/fz8OHDiAvLw8/PWvf0VkZCRWrlw5ZPl4mUyG733ve5g3bx6ioqLQ1taGlpaW68rCQhAWFoYJEyZg+vTpyMrKQnx8PEJCQtzuITXc66+/jgMHDoyonImUJMN/FwQB4eHhSEtLY/koAwICWI5HcmI4dOgQjh075oa/pMwNUk4wPJA9mH7jwxFIglKr1QDACBYRSaBfGg8JCWFpmWQyGbZv3+6WQZ9PMUZnnM4MhdfwGovhzOW3gkgREHW2WCyMGyfD+c6dO5l4ziMJjUYDf39/xMbGYu3atUhNTWWT2tLSAh8fH8TGxt7wsWs0GuTk5ECn00Gj0QxIzXKtIGWYJ5DistRqNSZMmAAfHx/4+vri0UcfxfHjx5GYmIiMjAwWC8NLA5RZgdq7cuUKBKE/+p1cecVj4pO88jprLy8vzJgxA2vXroW3tzdqamqwfft2tLe3s4Ok1WrZZ2qLUq3YbDacPn3azeYEABMnTsSJEydQXl7OiBxfM4efEzGhov9kfyDCUlFRgYqKCjf1ZHJyMgICAuDn58fSL3V2djIXe/G6DLZuUkAFBKdNmwaLxYL58+cjICBgxGEKlHW/q6uLJTaNjY2F2WxmKu6RMmQulwu1tbU4c+YMc9dfv3498+A8f/48iouL0dDQgLvvvhs5OTnw8vJCT0+Px70YGhqKu+++G3Fxcejt7UVeXh46Ozuvu2q1j48PUlJSsGDBAtx5553Mw5QHp9MJq9WKqqoqvP/++6iurr4mFbwnQgL0hzWkp6fjsccewwcffAC1Ws0SWvf09KCqqgqnTp3CsWPHJNseiTZErBYWExTy0iNJi4+nI8aMclXSXs7Ly2Pxa3yb9CzvEMUzycTE/csRKblcjqqqKmzatAnLly/H3LlzodPpYLVaUV5e7pYHiyA+Ph6JiYmoqalBeHg4fH192aR+8MEH2Lp1K/Lz8wc9sMM1fA8G3t7euOeee+Dj44OOjo4BRufrASmDrdR4FQoFYmJi8Mtf/hIpKSmM61q7di17nrgjkkiAqwZSh8MBo9GIBx54ACEhIXA6nThw4MAAKYoIDD3j6+sLk8mE4OBgTJ06FS+++CLCwsLwySef4A9/+AMmTpyIQ4cOuXmp8XFWROCoNLZGo0F5eTlCQkKg1+shk8mQnZ3NPAMpSp5qSvHvwAMhLTpw/HfxvXzNraamJiQnJ0MQBBQUFODgwYMDJCdqn7/OS7meICcnB/PmzcPChQuxbt06xMbG4v3338fzzz8/IqM09ePl5QWVSgUvLy8kJSXhwQcfZIUjrwX6+vpw6dIl9Pb2oqKiAt/73vcgl8uRnZ2Nhx56CH//+98REhKCjRs34q9//SvS0tJQWFgo6cUaHh6OJ598Ej4+PlAqlaitrcWGDRtGxeN1+vTpWL16NVatWuWGSAlkMhk6Ojpw/vx55qI+0hRl4rWUknRaWlpQUFCA4OBgxMfHIygoiCH66upqxMbG4rbbbsPBgwcHtCVl8/IkmZNtlYg7nR9+3/MqQ7JPiVMrbdq0CXK5HIsXL2aOMDqdzk39SeOhZ8ktnc+9SeP9lyvVAYBx05988gkyMjIYR7dhwwasWrUKBQUFbJMfOHAAKSkpjAvnM02QirC2tnZI1cL1EigAaG1txf33349PPvkEs2fPhl6vx7Zt225I7j4xsSLJws/PD59//jkiIyMHeJ/x91Pi0sLCQjz22GP4yU9+wrwg8/PzUVxcjEuXLkluQpnsaiwNcVzd3d0sgDkoKAiBgYFQKpVYu3YtJk+ejDvuuANKpRK9vb1MOuO5NQo01Gg00Gg0sFqt2LdvH0JCQhAcHAy1Wo2GhgZWR6q7u5sRHaqpw68hEQve40+MFMSEnuYlJSUF06ZNQ09PD2w2GzZv3oy3337bY0Lcka7VAw88gDlz5rBq0QqFAg899BDmz5/PEst6kpz59uh/d3c3y3QSFBQ0YC6uBc6ePYvi4mIcO3YMBQUFaG9vx/Tp07Fq1So8+uijkMlkLMN+d3c3HA4H3n33XWzdupW9a3h4OGJjY9HV1YXg4GDs378fJ06cGLVUYUVFRZg5cyZLh8QzTc3Nzdi8eTOUSiW6urpQWFh4zedQTDTE9shly5bhf//3fyGTybBo0SLGMAiCgJSUFIaXxG2K7Vl8cL4UM0pqS7qHd3IAwBhAUr/zNkRqh2pZjR8/Hl1dXXjvvfdQXV0Nk8nEch/SeSKPUXEMFjGRMpls2HP6rSJS/IJUVVWhrq4OQUFB8PX1RXBwMCZMmMAM6fPnz8fYsWNZqhQeiZjNZpw7dw5dXV2SSPZGgMPhQElJCex2O4KDgxEVFYVbbrkFu3btui4jsSepiQ4PqRnHjRuHzMxMlsy1q6sL3d3drAAbbaqGhgZ88MEHLEdXZWUl3nzzTfT09MBoNKKlpQU9PT2D2lj4Q0v2IdJdUwVel6s/a3JsbCx+8pOf4Pjx4yxtzccff+wWB0cqyPHjxyMsLAylpaVYvnw5EhMT0dfXh+rqanz66aeorq5284CiA8SrHwebN95GJZU1va+vD4mJiZg8eTJyc3Oxe/duHDp0yK1kgpjrFSOboaCiogJJSUkYO3YsY6iontD69evx+eefo7Ozc1AVE+WwNJlMCAkJgZ+fH/N83L17N0pKSiQli+GO0eFwoLu7m4V+2Gw2GI1GdHR04MEHH4TD4YCfnx/GjBnDahCRpsPf3x8RERHw9vZGUFAQMjMzsXnzZhw4cABFRUUsiPR6QKvVIjAwED4+PlAoFHA6nTCbzVCpVDCbzfjss89QUlKCtrY2lmvxWkDKbiQGUrEB/doUwkXk6r5//35s27bNY5tShIlgMHUf3w/tP8qtR8yZODGsl5cXDAYDY+o1Gg1CQkLQ2trKcCUf+8g7JhGR42G46/itIlLA1cPU1NSEjo4OWK1WFkg5ffp0Fu2+du1a5krJH8Dq6mqUlJTg4MGDaG1tvWHBtGKgnGRkK9Hr9UhJScH+/ftH3f2dVzfFxMSwNEKTJk2CIAjo6OiA2WwekBncarXi1KlT+OCDD1jpE5vNJpn6RgrJERCiB66m/ifHB0IMAQEB0Gg00Gq1uPPOOxEaGso4sStXrsBisbBDFRYWhtWrV2PatGmIiopCYWEhJkyYAJVKBZvNhvb2dhw8eBANDQ0D1G38+AZD7MOZU51Oh5iYGERFReHvf/87Pv74Y+YwIVb10bWR9nH69GlW3JByOxLHSlkt9Ho9wsLCoFAocOnSJXh7ezNnIJ1Oh6SkJISGhqKjo4OFWxiNRuTl5WHLli1obW0d0bikgLKH1NTUAOh3rW5ubkZMTAzsdjtiYmJYFVq1Ws0KbYaGhrKifkqlEtnZ2Xj99ddx6tQp1NXVXbcURXk7J0yYgNjYWJYyDehnMurr6/HVV1+x1GmUuPdaQCx5E/CfzWYz6uvrERQU5ObhSb8dP34cn332maT3J9+u1LxISdT8mPhQCJ5g0e+kQqc2+DAQmUzGKncTDiUJimfgxJlbroXJ/1YRKX5iamtrmf2EEP/dd9/NFofu56UvQRDw17/+Fa+88gqA4aXsGG0QhKulyM+cOXPdXky8/USsslKr1Vi9ejVuv/12REREMI+eo0ePIjo6GpMmTXJTB7S0tODll19GS0sLQ/ieuCHeOCpWi1EOMKBfX01pXxobG7Fz505MnDgRd999N8LCwlj7c+fOZeNfuHAhtmzZArPZDD8/P6xatYpxai6XC5MmTYJKpUJvby96e3uhUqnQ0NDAnGkouSgRPfIOFIMYsdA70b3EKdIcZWZmIjIyEiaTCe+//z7jLmlN+bmgNZbigGmepK5v27YNKpWKVd3lx3bx4kUYDAbceuuteOKJJ+Dj44MFCxYgKysLt956K1wuF8aOHQuDwcDm3G63o7S0FEVFRairq2OZF6TW83qgt7cX1dXV+NGPfsTen0riUO7BOXPmQBAENDc3M6kpOzsbVquVMUzXCwqFAkFBQXjqqaeQnJwMs9mMHTt2YPbs2bhy5QoOHjyIkydPXnc/nkC8nrW1tTh06BDS09MBXGXgeKcCKcQuZWcGrhIFMfNN13gHBz6Inhg6XrLnPWhlMhnLckGJim02G86cOcMqDdAf7XXaX0TcKCUTSWYUVD8UfKuIFA8ymQyPPfYYUlNTMXv2bPzmN79xo/D8wre1teGNN96A2WzG0aNHAfxzCBTQbycTBAHe3t7w8/O7ZlsGwWB2FKfTiYMHDyI9PR0qlYpxtbfccgtksv5Esr/+9a+xY8cOjB8/HikpKW4G5KHcpj2psTQaDdN5q9Vq5v1FiPu1117D559/jjvvvBNPPvnkAA5TJpNh2bJl7EDw72iz2XDp0iWkpqYiPz8fBw4cwNtvvw2FQsESXBJhIi8l8hbk42I8EQmpdyVi19DQgJ6eHmi1Wqbi4wODebf7ofbXYJ5P27dvx8mTJ/Hiiy8iMjISUVFRiIyMxAsvvMA8HSkgddu2bSzuhexmLpcLDQ0N+OijjxAWFsba49Mr3Wjo6+tDTU0NHnvsMcjlclb+paenB97e3jAajbBarfjf//1fmM3mUbHNzps3D/fddx8mT57M7K7e3t74zne+w2xBVqsVr7/++ii8oTsQQ8fvCaA/83tqairzhGtoaEBDQwPGjx+PxsZGpobk94KUNC6lHRCfPT7XHi858fkr6Ts9S/cD/Wu2e/dueHl5YcqUKcx8Qqpd6p/OPRWYpbFoNBr09vYOyO4yFHwriRRNgMlkgl6vR2Zmptv1vr4+tLa2svxlPT092LRpExwOB8vILNXe1wHh4eHQarVwuVyYMmUK4uLicPDgQZw7d+6a2uN1wmJwuVwoLy9HVVUV/P39YbfbWZ60lpYWXLhwAfv27UNTUxNOnz6N0tJSj7WQCIYr0pNem6Q3OiAOhwMmkwk9PT3YuXMnBEHA008/PeCQ86ouk8mEN998EwaDAVFRUQgNDWXZKE6dOgWTyeTmiQj0Zz/gDcQ0V57mzZOkw99PRCgwMBBr167F559/DqvV6sYY8YRNrK4RB3lKAXGkzc3N+Nvf/oagoCCMHTsWmZmZaGlpgclkQkxMDMaOHYvIyEi3/dzd3Y1jx46x3IZbt26FRqNBTU3NiHLQjRZQeikALKaR9gJ5ao6G9EQQFhaGKVOmsKB5koK9vb1x7Ngx5OfnIy8vb9T6E+8hXkVH18rKyvDZZ5+hq6sL8+bNg7e3N+Lj46FQKBAaGoqFCxdCoVDgH//4x4D2xRoKqT3KX+Pdw+k//U52YZ5AaTQaNyIml8tRU1MDo9EIjUaD1NRUrF69Gvv27UNhYSFjgsSMMD8H4hI5w4FvJZEiEIT+KOfOzk4cPXqUpbTp7OxEQ0MDS/wJAJcuXZJs4+skUABYuXYyPvv5+Y1azJRYqqIg04KCAlgsFgQEBCAuLg5eXl5obGxk+clcLheam5vR3Nw8rPkYDLFQ33zeMD7HV19fHxwOB3p7e1m+xP/4j/9g0gHlNjQajYzDDg0NxY4dO+Dl5YXk5GRMmDABx44dQ25uLioqKqBSqViJDrENjFdpiMc5EocGso35+fnBx8cHixcvxs6dO92IlNQ8XOscOp1OnDx5Enq9HjU1NaipqUF9fT2MRiMSExNRW1uL2NhYNDU1sbaMRiP27NkDPz8/qFQqFBUVDapy/DqBl5RuhBYjKioK8fHxiIiIYOonoB85l5WV4cyZMzhx4gTy8/NHrU9PRIS/3tjYiGPHjjFJJCEhgZVrDwgIQFZWFpxOJz788EP2jNQ6SREpMdNFZ573NBTn8hPbpGh/0J/VaoXZbEZvby8CAwOxaNEiyGT97u35+fluEprYhR1wD/YddlC0MJqsytcEJpMJvr6+bt5Zg4FMJoO3tzeWLFmC+vp65Ofnw+FwDJpiZLjAL+A3EcSqK/6giJHTUO8gdZ+Uakzcjnjz8xyaIAgsToo4K41Gw1KoBAUF4ZlnnoG/vz/GjBmDmJgYvP/++zh69CgKCwvhcDjw+9//Hs888wzq6+vdiBH1SVIbcXVy+dUyBXRdHGjLv4en/SB+z+eeew5Lly5FZmYmmpqaMGfOHDQ1NblJT7xLrhiJ8f/F6j4pFY/UGMRrIgXDOS/i57/Je3w48NRTT2H58uWYOXOmmwq2tbUV3/ve9yAIAi5fvozy8vJR6Y/PtC+VBok/E/Rfq9UiKysLixYtwhNPPAEvLy+YTCacP38eq1atYmOmZ8TZUsQhE7zN2NN60jjFRIra4NV3MpkMixcvxoIFCzBnzhxkZGQwu1N+fj6WLVvG0o7xqZcIxHYyYra6urqYsCAF/xJEiiaZXJvFAWpi+DYRKfEm4w8Mb5gdDoES38dzb0MZcnnw9fVlUowgCG55w5xOJ/R6vZtakXTyZGxVKpXMyCuT9TuAWK1WFtPBq46IQaE4K3JjJ/sXxUrxdXAGc+vlQXygly5dyjK3p6Wl4eOPP2bqLJo73sBM3olS8yqlTpTq19NY/k2k3CEwMBD33nsvnnnmGZavTybrz8u4ceNGvPPOO6iurr6uAqM8iEvP8CAmIPw9wcHBiI2NRXp6Ou68807s2rULH3/8MfNAFO9RqfYHA35vUzYeOmukCifmkQJ6Abg5QygUCoSEhOChhx6Cv78/jEYjSktL8d577w0gvvyeJ+0FqeopVGUoIvWtUPcNd5GGqwO9mQ+jJ6BNMmnSJPj4+LCKslLZEzwhKak2xb8PZ+56enrciBBJVrz6gXdkAODmDs8HAwuCwFz0yV2Wt2UIQn86F2JQ6HlekiJnATHDw7chRaTFXOG5c+cYoa2trWVZz3lCPhTD4GkNhivlir+Lxzsc+Dbu/66uLly6dAmff/45Ojo6kJycjIiICAQGBmL27NnIz8+HQqFATU3NqGVY5/cGP6cUZ8fvK7rfZDLhypUraG1tRWVlJRobG1l9O54p5NsnEGtJxPeKs6ZQcC9vC+SrARCBEgSBnRfaty0tLdi4cSM7S2azmTF7BGJCSu0Rc6ZUKocV4vOtIFLDAbF+9maC6Oho+Pv7o7a2FiEhIWhpabnmg0ScEK92AgaPa/J0fbjITErEFyekpN/owPASII2bCC2pS/iAQRoPHU7+utPpHJD+RUwgxMhCDFIEQ0y4Wlpa2Gej0eiGKMREnN5BfO1a5ncwGM5eH4nEeLOC0+lERUUFdu3ahaamJqSmpiIyMhJhYWEICgqCxWIZsdfZYHAtcyqTyZik39XVhfr6eo+aGk9rMtha8WOiIHoxHuD3IBE1Ka2LzWZDcXGx27kSawWk9jjvvDFcuKnVfTyy+WfBSCSIa4X7778fU6dOxYcffohFixZh165dOHXq1LCeldok9F2K46Lf+LkVqyXEBEQMYg6Rv05joNg1quXE92m321mJC6r2SWU8NBoNuru73XKLiXPsEefHg4+PD8uy7nQ6Wfv0PrwKWJxaaLA54gkVvZeUVMRLUeLrnmCwcUhJSFLjHC24CdHEPxU84SZPa+nprAy3L/4ZT8wW7VGVSgWVSsXquJH9SGyX5Uu2SBEVyvFH546yd1BffX197JwBcDsffD2pb7VNigziNEHA1TQjNAlSHA1NILk9Sy2mOFCT2uYn3OVyMTXUYHEt1wt8tm5xZPhQQHn5eITHvxPFTgBXvaqkCBl/P6nOxGlP6BDwkol4Xmju/w03J1B+NlKTEuLhuXPgKlftdDqZDYI/q8TomM1mGAwG5tUJXPW8FAQBOp1uQKodAtrPAQEBsFqtTN1rsViYxoDi4ywWC2N0TCYTs3OSlM3nqKMExjzDQclZaf/Tu9M7Ug7Avr6+ry1LzUhhMAZmKAbHk+Q3GAzWJo9XvtU2KT44kudWaYPzOfl4nSoARvWp4BfpYmljOxyOAbmrpKQPnlDeKCLFcx0j7WMwjpv+U9u8VCG1uagtsc2Hb5s+S0kNIxXzh4IxY8YgMjIS+/btG7U2/w2DAyFlAAxJ8x5ixKDw6XaIkeP3HdC/d8guQedHXIAPACMO1CcxmABYGIWYceNjgSjmCoCbHYbfz/RdfBboPFChTcIJvNRB2U3EQeffNBiKsR2pvDKc+0dDBvpmz+oQwBMdnojwBkK6j79fyk4gRp5iz0FegpGStL6pdi6eiPAbxpOqT2w/EgNv75FSXYn7kLIZjRbExcVh5syZAPpLjLe1tV1TxdR/w/CB1p8+i9P38Nd4lSh99vHxcXOc4QvvARjwHE806H5+X/HVZMUgltrpOX4f0jmnMfCEkleDSdlvpc4WSXD/1haMHvxzDTrXCaQ2oM/85uO/E8cmdqPkS5eLPV/oM3FPdJgA94PKc4/fdPBkA6E54d+Z/qQOJH8oxYdeikjx10fLhqhQKJCYmIgVK1bgd7/7HRYsWICoqKh/uo3yXwF4CYVn3uic0B/tFTprer0eqampCAoKgre3t1sme1o3u93ONCH0nS9IyEv7FMZAZ5RsLYD0XqdrvJqesu7z51ir1UKv1zNiS0VIxSp3ImIUZ0d4RaPRfI2rcf0g1kZJ/V3P/eJnRgo3tSTFI0bKyUYIk09cSoiUYmFkMtmAWBwAbrVQxDEDdOjowPT19aGnpwdqtZp9/yaClPTiicsF+okun3xVvKl4rpUnPGKCRIhH/Pxo2e6mT5+OyZMnY8yYMZDL5UhJSYHRaIRMJkNxcfF1t/9vkAayGxHxETuc8DYqIhjkRRYeHo7Dhw/D6XRi//79+Pzzz7Fhwwa3DBBUpZf/o+dJxUbSDf2RRxy/H8PDw9HX14f29nb2PD1LYyWiJHYYUKlUbsmBqVYSpfQRhxbQGK+3WvC/QRpuaiIljrAmyYg2MR0gkgp4gz/vBs0bfXljKY/MeRUX/U7xPTeCQPn6+uL222/HkiVL0NjYCJPJhOnTp6O7uxt79+5lBeWGA1KR5PxnsXqPTxXE2xbEnBCv2hmM4xpMrXqtcPHiRdTW1jLD/Lp167B8+XLU1dVh48aN6OjowMWLF1mpiH818PX1xWOPPYa3334bfX19CAwMRHR0NE6cOIHZs2cjLi4Ob7/99ojbpbgYXpLm8zAC7jZJ8sI0GAyIiYlhNqy4uDhMmDABGzZscLNZ8eo1fm/R77ybMzFMLpeLEUQ6821tbWx8/H+ZTObmkUbMK09wyP5EzCfhBF4tydurqW/+rFxPQlwvLy/MnTsXDz30ECsdFBcXh+zsbPzjH/9Abm4u1q1bB5PJhEOHDl1TFWXxWfWEH8TXPKnsb6Qm6aYmUgSEhHn1Aj9pvP1FrIPmry1btgw6nQ7AVVVicXExTCYTJk2ahC+++GKA585o2lgIlEolvL29ERcXh1mzZqGrqwtmsxkTJkxgbqNOpxOFhYXDQvpiFRzgbqcT/+ZyuaDT6VhalunTpyMgIIB5STkcDqhUKlitVhw5cmQAkRJ7YImlttGArq4uVFRU4OLFi4iKikJ4eDjLBm6z2dDY2Ag/Pz+cO3cORUVFo9LncEGj0WDs2LHQ6XTM1Xc0E5cOBgaDAdHR0cjIyMDKlSvR29uLvr7+qsthYWFISUlBdnY2DAYDdu7ciaampmtmHDwxLHx79DkyMhITJkxwY/T4LNxiG5Enuw/PEIr3MBFAkmpoTMSASjlvECPG9yulwuZdq+k//5m3rV3PHo+JiUFWVhZWrFiBuXPnorGxEUlJSYiMjER6ejrMZjNiYmKwePFiVFVVAQD8/f1RWFgIf39/tLa2DitrxmBESWyrHqmDhBTBup45+dYQKb5cMakceGcK3r2ad5UlnbRer8dPf/pTxMTEsLIROp0Ob775JioqKvDcc8/h9OnTrJw8bWbeLjZa4Ofnx7KR63Q6hIaGAgAzPE+bNg0ul4tFzw+1ATz9LkXIiTMMDQ1FREQEGhoa8IMf/ACJiYlQqVSoqamBIPSXtG5oaMDp06dZxgdqz1McFSGN0ZI8CwoKsHnzZuTk5GDKlCnw8/ODTqfDkiVLYDQaERcXh9DQUJSVlX2tqhg/Pz985zvfQUREBNRqNaqqqr4WIkVqz2XLluG2227D+PHjmWOJGCorKzFt2jTs3r0bVqt12IRKbIOl9STmkJeWFQoFent7IZfLkZiYiFmzZrH7KaOCWO3GS1HAVW0G7Sk+bo63o5IERp66fFukxqd9R95+vLREuINvj9+/fAor+l2sIgeuL8TCz88Pc+bMwX333YepU6dCLpezrP46nQ5yuRzLly/HggULYDKZYDKZsGrVKkybNg1vvPEGxo0bh7y8PJSVlcFms41oz4uZAgL+O9nb6F6tVguz2czW8EaZPG56IkX6YOBqUkeyPZEBkw9UowNEdYwSExMxbdo0PPXUU/Dx8YHdbodMJoPBYEBPTw/uu+8+xkm9++67+OUvf4m9e/dCoVDAx8eHHXAS+UcDHn74YTzzzDPMpsYjfKfTCX9/f8ycOROvvvoqHnnkEZYfTgrEnlf8vElxpi6XCwsXLsS8efMwe/ZsJCUlQalU4vDhw/jyyy+xd+9e/OY3v0FKSgr8/f0xa9YsnDt3Dt3d3ejt7XWz5/EgtgmMBuTl5eHs2bMsIe3DDz+MlStXoqGhAXfffTfGjBkDi8WCuXPn4tChQ18LodJoNIiOjsYPfvADCIKAEydO4MyZMze8X4VCgcjISLz33ntIS0sb0kgdExODd955Bw888ABOnTqFhoaGYfdFBMXLy4vV5iLiRE4MYq1GY2Mjzp49i8WLF8NisaCpqQk1NTVuBAe4ep6JUaRrdC4JWROhEWfapncmgtnb28tsSPQ77VE+XoskKpLCKEck9c0/T8+SfZoYZD5+7Fokh/379yM5OZm5szc3N+OTTz5Bbm4u/vu//xuBgYE4ffo0Dh8+jP379yMwMBCPPPIIli1bhltvvZXlp8zPz8evfvUrHD58eNTOm0qlQnx8PB566CGoVCqo1Wrcfffd+OEPf4ja2lq0tbWNagZ5Hm56IiVW9dFh4TkDXo9MiFkQBPz4xz9GdnY2EhISEBoayjamUqlkxeMohkOj0SA+Ph6rV6+GVqvFtm3b3Ayooxn/s3nzZrS3t+Mvf/kL2+x9fX3o7OzEQw89hLS0NISEhODo0aNDBg7SO/OEjp8b3muR5rK0tBRhYWHQ6XR45pln8Nxzz+Ho0aP44osvYDQa8eKLL2LevHmYPn06fvnLX+Ktt97CsWPH3DJIU1/iCrSj7WTicrmYsb2wsBChoaFYtGgRlEolq/gaHR39tXn9kWRO+85ms41a0tLBgBgrkvbtdjuKiorQ3d0NX19fKBQK7N69G2+++Sa2bt2KkydP4sknn8S5c+dGVC6en0dK5MuXeyAEz8cYKRQKxMXFYcaMGVAoFDh79iwOHz6M06dPu2k1yI4sZigJqA++wB45NND9RMzIWUKtVgPod96IiIjAhAkT8MADD+DTTz9Ffn4+27MTJ05Eeno6goKCsHXrVjzxxBMICAhAV1cXtmzZgtzcXDevQ7EKkHAGAKZyHCl8+eWXWLRoETIzM2E0GnHy5EmcPn0aR44cQXl5OZRKJcxmM7q7u9HV1YXW1lb8+c9/xpkzZ/Dyyy8zG7lGo0FiYiKOHj3q8ax5Uufx9j+gn+lauHAhVq5cCavViqVLlzJGQaPR4Mc//jE2btyILVu2SLYn7kvq96HgpidSBLyema9PxBMwHjnLZDKkp6cjPT0dISEhboSmt7cXdXV1TGqhrMk+Pj7Mm4/6JCQ8mKGUXFrb29uH9S4WiwUdHR1uBJgOXGJiIurq6lBYWIjq6uphIXyx/pyfM/F9SqUS48aNg1wux8mTJ3Hq1Cl88sknKCoqYsjs8uXLAPo9sVJTUzFv3jzU1dWhqqpqgJpErN++EQZW6q+2thZlZWV4+OGHmbqHPLVuhO1QDOPHj0daWhomTZrEkFh1dfXX4m3ocrlgNBrx5ZdfsqKG1dXVsFqt0Ov1UCgUyMvLwzvvvIPc3FwUFxcjICAAra2tI0KopOYigiEVzE77jc4f2cmSk5PhcrlgMBggCAI6OzsH2C/pXXg7E+8RyktsdI9SqWTSDO1hntAJgoC0tDS2NjNmzIDdbkd6ejoaGxshk8mQlJSEuLg4GAwG+Pj4YOHChVAqlWhpaUFDQwOcTicuX76MlpaWAYwXDzxTPFyQy+UIDQ1FSEgInE4nqqqqYLPZsHfvXhQWFsJoNLIkszzY7XbU1NSgqqoKCoUCZrMZHR0daGhoQFlZ2TUxzuJ3mjFjBmNIe3p6EBERwVz4ZTIZ4uLiEBYWxnAkgdhh6nrO/beGSPG6cXFKE96RwtvbGz4+PgCAkJAQeHt7u6kP+vr6YDKZkJeXh97eXkyaNAkGgwFOpxNqtRpmsxldXV1Qq9Vu6ojBNoSXlxdCQkKGRaQUCgUzcPPeTUqlEgaDAQ888AD+8Ic/4PTp09BqtUMiXx558I4N4qh7QixqtRozZsxAVVUV9u/fj56eHrz99ttuRN5ut+PixYvo6OhAdnY2li5diqNHj7ISGoRYeIRyI4CkFl9fX6aDt1gsiIyMBABYrVa0tbWhrKzshunLFQoFQ4qrVq3CnDlzkJ6eDpervwRBYWHh12KPcrlcqKurY0lJPcGvfvUr9vmvf/3riPvhbb18rCAxJ2K7lCD0F++jMvcOhwNhYWHw8fFhzB1f1oLehfYQESOeYQPc9zJJLnT+fXx8GOGy2+2M6KSnpyMpKQm+vr645ZZb2NrxRNfpdGLSpEmMqbTb7ZgxYwbCwsLwySefoK2tDWq1mtlhCXi72UiJg0qlwoQJEzB79mz09PQgLy8PDocD27dvZyU6eCAPRafTiYCAAISEhEChUKCxsREVFRU4e/YsDh06NGifvFZFyqGJ5nHt2rWYPHkygoODIZP1lzZpa2uDxWJBamoq9Ho9dDod/Pz8RvTOI4GbmkjxpYj5PHy82M173Njtdjz55JN44YUXUF5ejpiYGGi1WvT09ODMmTMYM2YMOjo6UFxcjI0bN2LBggWwWq2w2WwsB96aNWsQGxsLs9mMs2fPMiTs5eUFq9UqOc7Ozs5hZy2PiIjA3LlzcdtttwG4uonsdjvq6urwn//5nygqKpLkrKRA7MXIqyUIeLuX3W7HM88849Y377nE5xHs6OjAhx9+iHHjxrGgy8HgeozKUpCYmIj58+fj97//PTZu3IjMzEyMHz+e/b5z505s2rQJFy9eHLU+xRAZGYkxY8YgOjoaDz74IHbt2oW33noLv/3tb7F161acO3fua82CcaMlRnJCAOAW8kFIms4cERgq48DHP/3gBz9Afn4+u5e3S5Fth4/TI6YT6Gf4SJ1HfYrLvnznO9/B+fPnodFoMH78eDz77LNwOBzQaDSsthhVdeZVjWKnkKCgIAQFBSE9PR3V1dU4deoUzpw5w7Jm8HNN41Or1fDx8RmRCtXHxwc/+9nPEBoaiuLiYpSWluKll17yeL+vry8WL16MwsJCPPvss7j99tvR3t6O8vJy/OEPf8DBgwdHsKKex/Tcc89h8uTJCAkJQXd3N/7whz+goKAA9fX1AICHHnoIjz76KOrr65l25UbATU2keFsLefSQzpqXclQqFcaOHYvvf//7GD9+PHp6ehAVFQUA2Lt3L/bs2YNz587BZrOxlC0qlQqzZ89GeHg4ALBifDqdDn19fSgoKGAcDRldRwMyMzORnZ2NMWPGsHf76quvsH//flRWVrJS78MFT55SPIjVc2Lg4194CAsLwzPPPIPz58+jvLwc3d3dknEufJ8jCeZdvHgxbr/9drz22mu45ZZbMG7cOKhUKtx11124/fbbMWPGDEyZMgUajQa33XYbtFotW/fu7m7MmDEDMpkMn3322TBna2SQkJCAlStXYu3atYiLi4PZbGaS05EjR7Bp06Ybeng9QVBQEMaMGYNnnnkGL774IkuoarPZMGvWLJSWlrqpb0cCxKjQ3pTL5W6aC56hof3S3d3t5gH6wgsvYN++fdi1axeOHDnCMtPTOaJ2xEmcATBvQa1Wy8bD71m73Y6dO3fiO9/5DnJycjBu3DjodDrmjEBjslgsaGxsRHV1Nc6fP4/e3l6Eh4cjOTkZc+bMQU9Pj5s0FxISgltuuQWCIGDTpk3s3fkx0/hGao/iVeyVlZU4evSox3u9vb0RHh6O1NRU/PCHP0RzczM2btwIl8uFP/7xjyOOC5Q673q9HuHh4dBqtQgODsaJEyfw0Ucf4eTJk7BarbDb7TAYDOjo6IDT6cSUKVPQ1taGP/3pT27tjJZq/6YmUmK1kthBgrfFKJVKjB07lqmCvLy8UFVVhTNnzuDAgQMsvoCCQzMzM+Hr6+vmculyuXDx4kWcOnWKZZug69frOKFQKBAeHo7FixcjPT2dZVWWyWSorKxEbm4u6uvrmcvntc4Xb5eT2qC8alDKnkRS1OTJk7FgwQKkpqbixIkT6OzsdCsk6Kn/4XL6CxcuxIIFC5CVlYWHH34YkyZNQnR0NBQKBX70ox9hypQpSEhIYKmQAgIC2LOCIGDPnj1wOp24cuXKsOdnJKBSqeDv74/Y2FgkJiaivr4eW7duxenTp5lHWWBgILy9vdHW1gZBEBATE4POzk6YTKZRG0diYiJzHKD4Jz8/P0RHRyMnJwcPPvggrFYrc1BIS0tDUVERQkJC8NVXX8FisYxI+uJtt+KQA972S8QFAPP65Md8+PBhNDY2MkcJXk0mjmMSe6jyBBC4GsBLz7W3t0On08Hf35+p9nlwOp1oamrCmTNncOLECRQVFcHhcMDf3x/h4eG4cOECVCoVCwWZN28eNBoNfHx84O3tPaBaLeCeF3CkDCu5yZObO58Bgwe9Xo/Y2FiMHz8es2fPho+PD/Ly8pCXl4fW1laUl5cPm0B6cjkH+tdnyZIlyMzMRGFhIS5evIj6+nq2j4GrWT2USiWioqKQkZGBoKAgtLe3D8AtIzn3UnDTEyn+jzx6NBoNcwMlTs/X1xd6vZ7pci0WCy5duoTz58+juLgYWq2WHQatVovExES3AD/imAoKCnDu3Dm2QXmD7fWAUqlEbGwsFi9ejLi4ODcvm97eXhiNxhG5CQ82XzxIefxJef7wtgClUon58+fj/vvvh1arRXNzMyOeniSl4W5U0oXfddddGD9+PAwGAx5//HE3LvjXv/612/goYz0/7oMHD6K+vh7Nzc3DmpuRgFKpRHJyMhITExEUFITe3l7s3LkTr7/+OkwmEyIjI2G1WjF9+nRYLBZmixwzZgzKyspYWYnrBZlMhuzsbAQEBEChUGD9+vUIDw+HRqOBQqGAr68vHnzwwQHPJScnIygoCLm5ubBarSPau3K5nHnXEZNGKmEegZG6jrf30h7QaDTMVhgcHMyIuiAICAsLY7YgCu0QO0Dx3/naZEQonE4nOjs70dbWhuDgYKb9cDgc6O3thUajQWFhIQ4dOoS9e/eio6PDTSVOMZIxMTGYPn065s6d6zbnZCLgPRt5p4+RgsvlQkdHB/R6PbRa7QD7jlKpZHa8iRMnYs6cOZgxYwb27duHCxcu4PTp09fsnCN1LhMTE3HrrbciKysLr732GsrLywcQHnLiUqvVCA4ORnx8PAICAlhG+tGEm5pI2Ww2qFQqt3goUu8BYAc1NTUVf/3rX5nxr7e3F59++il27tyJkpISKJVK9PT0ML24wWDA9OnT4eXlxfpSqVRwOp249dZbYTAYcPDgQTcO7nolKTK0a7Vat8NvNBqxdOlS+Pn54ZFHHrmmtsUSlPg6f424OPH9vNPEpEmTEBERAafTiZKSEuTn56OtrW0AZ80TvOFuXI1GgwceeAALFixAdHS021ilgLzY4uLi3Gxid999N373u98NuzjkSCA4OBgFBQWw2+04fvw4Xn31VWzfvp1J4o2NjXjttdewa9cueHt7Q61Ww9/fH3q9HjabDVarFY2Njdc9DrVajeXLl2Pu3Lluc0Xgac7i4uLQ3d0Ns9k8YuaKzhgxbeThR7+JE75Swlg+r6YgCAgMDMSMGTPw85//HL/97W9x5coV+Pv74w9/+APWrVuHxsZGt3x4RPTItsSDOD2ZzWbD1q1b0dHRAa1Wi+TkZJjNZly8eBGFhYW466678NJLL6G4uBgymQxeXl7MnZ72bldXF4qKilisosViQVJSEhYsWIDy8nLm3s1LjKSiHCmStlqtePfdd7F+/XrY7XZ0dHS4/R4bG4tdu3YhNzeXeZA2NDTg6NGjOH78+Kh6j8rlcnR2duLy5cvIysrC3LlzUVFRMSAGSi6Xw8fHh82fl5cXKioqBry7eA9ei1R1UxMpIg50OIirsdls6Ovrw29+8xuEhITAZrPB398fQH8M0rvvvovS0lJYrVZ2yMg54dFHH8Xdd9+NqKgo6PV6psrr7e1Fe3s7du/ejf3797ODKkbG1wo+Pj548MEHmdcTtfnYY4+hpKSE5SK71nkSEycC3l4kCAKzDfAEjL9fLpdj6tSpzLOnvr4etbW1sFqtbh6WxJXSvPJSqadNGh8fj/nz5+OZZ55BQECA5Jw2NjbirrvuwgMPPIDCwkKcO3cOycnJePHFF91Ufkaj0S2Ic7SA7D2NjY3w9/dHVVUV9u3bh+rqareCf1TEbc2aNVixYgXkcjnefPNNnDp1StJja6SgVCqRk5ODrKwshIeHu81VQUEBzp49C0EQEBUVBYvFgoqKCnzwwQf46quvEB4efs2SP3mAElEgLzqSsGkP8RkdeLsoIfa1a9di8eLFCA8Px2uvvcbsyEFBQYiKioJCoUBPTw+6urqYnZn6FmcdJxstvZNKpUJ1dTVMJhMuXryIjz/+GK2trWhtbWXxhw0NDWy8xOzSeKmv9evXY/369QD6M3TQ+E+ePOnmREREjt6Z4iuHCwqFArGxsVCr1ViyZAkmTpyI0tJSvPLKK2hqakJkZCT8/PywYsUKNDc349ChQygpKcHGjRuveS95Wv/Y2FhMmzYNixYtQktLCz777DPJYHRixoj5UCqViI6ORk1NjaQN+3rw44iJ1JEjR/Dyyy/j7NmzaGxsxJYtW5gnGtD/8s8//zzeeustGI1GzJgxA6+//jqSk5PZPR0dHXjqqaewfft2yOVyrFmzBq+88soAX/uhgAz0JKrz9qeMjAyMHz8eUVFRrNJmbm4uTp8+jaqqKrS3t7PnqA25XI6amhoUFhYiPT0dQH8skMPhgE6nw+HDh3HkyBGW0JG3h12PiEsqysjISDd9tMvlQmNjI2pra6/LjuFJ189ztjyxHTNmDDIyMhAbG4sdO3YgOTkZLS0tLHZs1qxZ6O3txe7du7F7927mMEHtEvAEbjhIsbe3F52dnSz41GKxwGw2IzAwEM3NzSgoKMDhw4dx/vx5bNy4EY2NjWhra0NERMSA9iMjI0e8n4YD8fHxWLJkCfR6PZRKJdLT03HPPfcgPz8fp06dQmpqKiZMmAA/Pz/4+PiwdxEEASkpKfDx8RkVdYhKpcKMGTMQGBjoJkGeOHECBw8exOHDhwH0p9qx2+1oa2tDcXExI6QajQYJCQm4dOnSiFSPvEqPzg2vKuMZHPoeGhoKHx8f5rwgCP1ptQwGAwu54OGWW27BqVOnUFJSAqPR6Oa9J5bsHQ4Hy/xCRIIYJcpk3tXVxZw36DxLvRMRWDovxcXFOHr0KCZOnIiAgAAW1M+7n/NqMI1G46YOHS709PRgy5YtkMlkmDBhAuLj4+Hl5YV7770XZrOZxWfW19dj3759yM3NRWtrK1paWka9CjCFcXR3dyMwMBB1dXVob28fwFyazWbs3LkT8+fPZ6EwvLPLaHqZjphIWSwWZGVl4cEHH8Ttt98+4Pff/e53+L//+z+8//77iI+Px89+9jMsWbKEic5AvyqmsbERe/fuhcPhwAMPPIBHH30UGzZsGNFYxCn2eT11UlISQkNDER0dDZfLhcrKSuzZs4epaQgIYdAkX7p0CV5eXli5ciULiqSNe+zYMZw/fx61tbXs+dGIAaIUM8HBwQOMpgaDgZW8Hg0QS4D0R+oZhUKBGTNmYNWqVcjOzkZHRwcyMzNx+fJlZjyeMGECjh8/jq+++gq7du1i3ldijz7qj/4PJXEajUYUFxfj0qVL8PPzQ2dnJxoaGhAXF4fS0lJ8+eWX+OKLL2AymbBnzx4A/ck1AwMDB6xDRETEDSFSoaGhmDBhAgwGA2QyGSZOnIi0tDQWtzZ37lysWLECJpMJPj4+buMKDAx0UyFfD8jlcsTExLip2lpaWrBz507s2bNnyNgsvV6P6dOno7S0dMT2MWLoSLXF22PoOq9iHjduHMLCwtDb28uINJ1Tqewwt9xyC+x2O1pbW1FRUeFRrU72SD8/P/T09DDpxm63u0lJNTU1btV91Wq1m8cg3zf/PiUlJfDz88OTTz6JgIAA5izFO1Lx46ffRirB9/T0YPPmzVCr1fDy8kJSUhL8/f2xevVqNxVkWVkZTpw4gX379g07pMUTSNmdgX5PzMbGRlRWViI+Ph4GgwGBgYGw2+3o7OyEv78/e2daG8IfsbGxsFgs6OzslJyDayVcIyZSy5Ytw7JlyyR/EwQBf/7zn/HTn/4Uq1atAgB88MEHCA0NxRdffIF169ahuLgYu3btQl5eHiZNmgQAePXVV7F8+XL8/ve/R0RExLDHwovcvb298PLyYjrivLw8ZsxvaWnBypUr4evri66uLrS1tcFut0Oj0bipKGSy/tQyarUau3btwqpVqxASEgKXy4WmpibY7Xb09PSwQ0D/ZTIZ079fC6jVaqajF3Oj8+fPR2dn53WpiKS8p4CrBMvlciEiIgIZGRnQaDS4//77kZCQAKVSiQceeACffPIJzGYzcnJy8Nxzz6G2thbt7e2wWq0DuFI+EwDNKx8OMNhGtVqtKC4uxtSpU5Geno7u7m6mZvEEWq0WWVlZLGaHoK2tbUDA5WhAWVkZtm/fjgULFjBVqbe3N+bPn4/58+ez+3x9fQdIkdu2bRs1b8Pe3l689dZbmDFjBotjef7557F58+YhEZggCAgPD8cvfvELbNq0yWN8nxTw9ZjIm5OYE2JQeCLlcDhwzz33YPLkyYyg8k4WFIxLDkJNTU2sjEd9fT2OHz/upjak8RMoFAo35xj+DBLB5N9PJuvP/2exWBiyJSaUV7MLgoA1a9Zg/fr1zDVcEASYzWa3VEs8Q2axWKBUKgeNmRwMKioq0NzcDJfLNSBQXxAENDU1ITs7G6Ghofi///u/EbfvCXgpyWw2o66uDpcvX8aCBQvwpz/9CZcuXcLhw4exYcMGfPe734XFYoHNZsPDDz8MHx8fCIKAhIQEfP755/jJT36CPXv2oKysbIDUe60wqjapyspKNDU1YeHCheyar68vcnJycOLECaxbtw4nTpyAn58fI1BAv7uxXC7HqVOnsHr16gHt9vb2ore3l33npQrShZNdSqfTISQkBI8//jiioqJw7NgxbNiwAdHR0aisrGS2E+Cquo4izeVyORISErBgwQKsWLGCBRUWFxfj4YcfRk1NDVMdinXu18ol6HQ6zJ49G2vWrGHtETidTvj4+FxXpU+xPYkPkiTiQS7eSUlJiI2Nxblz51BaWorW1lZ8+OGHLIluQkICgP60SEePHkVubu4AxAS4qxel3JOHUnfRnA81p1OnTsWKFSuwdu1aJqHU1tbihRdewIEDB0bF9iOGlpYW5Obm4o9//CM+/fRTyOX9mcfvu+8+yGQyZsz28vLC66+/jpCQEAiCAJPJhJ07d6Kuru66xxAREYHJkyfj+eefZ2sil8sRFhY2ZED1V199hXnz5kEul+O73/3usIPCCWgN+YKDYsmZz62nVCrh4+MDHx8fpkn54osvEB8fj8zMTGazpBRW4eHhLIuIv7+/pEcqMZR0VqjGFdCv6tdqtbBarYybp3HQWSUCReMl4z8RXpfLhR07dmDcuHHw8/NDX18frly5goaGBly6dMkNF5ENSqPRMKZtJE5UEydOxMKFC2E2m/Hggw8iPj6ejbOgoIA53QQHB+OOO+5gOTwp/uu9997D/v37R7SGg4HL5UJMTAwWLFgAoF+tnJ6ejsTERKxZswa+vr6M2fTx8YHRaIRGo4FWq4VMJkNISAj0ev2ojQcYZSLV1NQEAKy0BEFoaCj7rampCSEhIe6DUCoREBDA7hHDr3/9a/ziF78YcJ0PUuVVAV5eXpgyZQr0ej0MBgNSU1MxadIk/OUvf4HRaGTiKQ88Au3r64Ner4dMJkNnZyeMRiPi4+NRXl7OxFsiTOKYjZHCunXrMGfOHEyZMoVdq6ioQHl5OSwWC7788ktUVFRcc/tiOxSNlT4HBgYiLS0NycnJCAwMREFBAbPb1dXVobOzEwaDAdnZ2ZgzZw76+vqwdetWXLx40Y3g80hKTKT4sQwXxBIaFaqj64GBgQgMDISfnx87FH19fTAajcjNzUVtbe0NSYVksVhQXV2NTZs2oaioCDKZjLngA0BVVRU6OzuxePFipj6+cOECc5gYDddzCkSlRJ9msxnV1dU4cOCAZHaL+Ph4xMbGwmazYezYsQgICIDZbEZwcDDmzJmDoqIilkVgKOCZsr6+PkmiyKt1XS4XfH193eL+Dhw4gOjoaNhsNmRmZjJJilchkl2E+uSlcF4ypz74JLdUzoOeE2eTUKvVTD1I7fBODw6HA83NzYiKimL2oObmZhw/ftzNy420OORYxZsOhgJirlNSUrBq1So4HA4kJSWho6MDeXl5KC8vR35+PpKTkzFu3DjYbDbMnTuXeYvO/f9u8ceOHcOFCxdgMplGpMkRSzn82SwpKcG7774LAHjwwQcRExMDnU6Hjo4ObNmyhe2nffv2QS6XIzY2Fv7+/igtLcWxY8c8eq6OxD7Nw03h3ffss8/iv/7rv9h3k8nk5nJLnJwgCNDr9YiPj0dCQgLUajXCwsKQk5PDYmloY4rtWRRPxR8IQRBgNBphMpkYYRVP8LUSKblcjqCgICxevBg5OTksAwZJETt37oTRaMSBAweuSXXAg5SHHtD/3nFxcYiNjYW3tzc6Oztx4cIFlJeXMwI1ZswYhIaGYvny5Vi0aBG6u7tx6NAhJhGQHYL64f/zB2AoVZ8nUCgUiImJYd5+vb29aGxsxOTJkzF27FgEBweze/v6+mA2m1FZWXnDcvXZ7Xa0t7e75WE0m82oqamBy+WCn58fkpKSMG3aNGg0Gub9949//GPUxkBEqbOzExEREbDb7TAajbhw4YKkijMlJQULFy6E1WplQeqCIGDWrFkQBAFBQUE4f/48Ghsb0dvby1zGpUCcvYTKdYjXlndIMpvNLLUY2WzIEWfcuHFupT1kMhkaGhpQUVHBbL+evFOlrpFnIeXW5GP3+NRKYhsp75UKAEePHoW/vz+rBtDb24vS0lJcunTJbS4oDowIBOGSwfafTNafqYYS3k6cOJEVMy0tLcX27dtx4sQJlJeXY+LEiWhubkZtbS28vLwQEBAAX19fpKSkwOFwIDMzE9XV1SgtLUVVVdU1h8Lwc1laWspU+rGxscjIyIBOp0NJSQk2bNiArKwsZGVlYevWrQgICMD06dMRFRWFAwcO4PTp04y5EOPFr80mNRiQl05zczNLJ0TfKadaWFjYADWM0+lER0fHAC8fAo1GI6ny4nOG0aHJzs7Gz372M3h7e8PlciE4OBgulwuPPfYY2tvbJSPEgavSXEpKCsaNGweXywWTyQSr1Yr6+nq8/fbbcDgcbu7qFABMAYQjAZ1Oh/vvvx9OpxPd3d1sQXt7e3Hu3Dl89NFHo1LiQexhxzs3KJVKLFu2DOnp6aioqMBXX33FsnKkp6cjLS0NOTk5jHuj8g+k/uOlSWCg5CTlSTjSQ2QwGPCHP/wB8fHxzNX6+eefx89//vMBEnlvby8sFsuoezwNB+i9Fi5ciHvvvRc5OTnQaDTw8/NzOwujAX19fbBaraipqUFycjL8/PyQkpKCjIwMJuHykJmZifXr1yMwMJBdCw4Oxne/+10AwHe/+12UlpbiF7/4BcrKylBRUeHRrkWSCb0zr1IDwGyQ9NfT04N33nkHZrOZqfL/9re/uXnRiYNzP/nkE2zduhXnz59nfVIfcrkcNpvNLW+nt7c3LBaL2xnkqxOQnYiCeUndR2V5SH3HS0Mff/wx0tPTsXz5csjl/UUbKciWzg9P4Ah4aUwKSIIKDQ3FO++8g4yMDNhsNhw4cABhYWHYs2cP3n//fSYRHzp0iCWL3bx5M1QqFcaPH48DBw5Ao9HgkUcewdKlS/HBBx/gd7/73YjtsFKEw2azsUTRP/zhDwcwBeQ5CvQ7Lnl5eUEul6OqqspNQh0tGFUiFR8fj7CwMOzfv58RJZPJhFOnTrEDMW3aNBiNRpw9exbZ2dkAgAMHDsDlciEnJ+ea+iU1QU9PDzo6OlBaWsoqydJBOnPmDOOyaIPy9hKdTodHH30Uc+bMQVpaGgRBwH333Yfa2lqYzWY3l1eeS+RVEMPl3ufNm4d77rkHCQkJSE9Pd0vd4nA4EBMTgylTpoyKrllKiiGVpdPpRHFxMYxGI8aPH4/MzEy4XC4sW7aMHfCGhgbk5ubCy8sLMTExmD17NpYsWYKmpiZ0dnYiPz9/gH5f7PzBc1QUVzMc0Ol0MBgM2LZtG55//nkEBgbCYrFg0qRJkkyLXq9nh+ZGOE0MBeHh4YiJiUFkZCR8fX1hNBpx7Ngx7NixY9T7stvt2L9/PyZNmsQ8HD/99FNYLBa89dZbeOONN7B8+XL09fUhOzubxQl6gsTERPz1r3+FzWbDf/7nf2Lz5s2D3k/Ili/wRyp0cmKheKMjR44gMzMTt956q1uFWyISFLTb29sLhUKB5cuXIz8/H3l5eZIefZS9HOjfy1arlRE4p9PJpDuKVyP3dGqHl6xIVehwOKBQKODv74+srCxWxoe8e/38/NzyBZIERXOh1+vZmRpM8zF//nz84Ac/QEpKCitiuG/fPhQVFeHUqVNobW31uHdpTgsKCjB9+nQkJCTg8ccfx9y5c/HII49g48aNzG4+mjCYBETpkUJCQrBr164bwiCOmEiZzWa34naVlZU4f/48AgICEBMTg6effhq/+tWvkJyczFzQIyIiWCzVmDFjsHTpUjzyyCP429/+BofDgSeffBLr1q0bkWcfcFU/TkGFNJ4vvvgCS5cudctAkZWVhYKCArahaUNFRUUhLS0NS5cuxYwZMxAREcGqYlIGZ5PJxA4V/yzgzrENFwwGAxISEpCUlMTibQiRHzp0CMeOHUNpaemI5mIwEKs26JA6HA6cPn0ahw4dwrhx46DX67F9+3bccsstsFgsKC4uxpEjR9DU1ITJkyfD398fO3bswF133cXsIgkJCdi3bx+WL1/OXNb/9Kc/Me6UtxeMVNyfMGEC1q5di3HjxiEgIIDZnM6ePYvly5czN3ACuVzOSnAfOHDga5eoJk+ejMTERHh5eUGpVMJqtaKpqWlUnCXE4HK5UFpaioqKClRUVODKlStYu3YtNm3ahPz8fNjtdhQWFuKnP/0pJk+e7Cbhbt68GaWlpXj22WcBXCU4BoMBb731ltv5FgMxdvSZl6hJUhYTFYpTIqcCnnEh+7DZbEZjYyPy8vJYqAcA5hRF7ZNajlfP8Tkj6TsREl5zQL/zWTOICBKjC/S7YS9fvhxpaWkwGo34/PPPcezYMRQVFbGUUzabza0Nfr8Pts+rq6vx1VdfYfbs2eju7sbFixexZcsWlvZsOLn3enp6UF5ejnvuuQeRkZHM8cPLy8tj3r/hwkidwOhetVqN0NBQNDQ0SDLr16rqA66BSJ05cwbz5s1j38lWdP/99+O9997Df//3f8NiseDRRx+F0WjEzJkzsWvXLsaFAMBHH32EJ598EgsWLGDBvNfiUsnroWlDGo1GlJSUALg6MTqdjhkd6+vr0dnZCT8/P9TV1SEqKgrTpk3DunXrWLYHo9GIgoICJnHwEgIBf1hHapOi5yhNE09AKioqmE54NEBMHPiD1dfXh4qKCmZj0uv1+Oijj+Dl5QWz2Yxz587hyJEjUCgULDC1tLQUzz33HAAgICAA3t7eMBqNWLhwIaZOnYqCggI3F2OxOnAkmzUpKQlr165FREQEs2XwDInY1kYScVZW1rCqFo82EEdJNcouX76M2traG1KZt6+vD1VVVTh27Bg6Ojpw6dIlJCUlYcuWLSgsLITT6URFRQWTVsR7TCqLgCAIOHbsmEcHJkA6Vol3piCCwP9ut9vR1dWF5uZm6HS6Ae75CoUCRqMRV65cwZkzZ7B582Zmo6E+eTsxv4/4yr60r8n7jxgxsfOOOBSDNCs6nQ6BgYGIiIjA+PHjERAQgPLycnz++ec4ceIE23v8/gb6ccFwE7s2NTXh2LFjqK+vZ8G/5BQUGhrKqu4OBmSayMjIQGBgIAtYFp+HwUCswhOfo8GAf3eHw4GmpiY0NjZi3Lhx6OrqgsViGVWb8IiJ1Ny5cwdFNDJZfyr+F154weM9AQEBIw7clQKewyLHiODgYKSmprINq1KpEBAQgHvuuQfPPvss9u/fjy+//BILFy7Ea6+9hrS0NKSnp0Ov1zPbWHFxMd58800UFRUxAsh7EhHnQhmkR0qkWltbcenSJcycOROA+4aJj49HUFDQdc8NgZRjB3/YZTIZdu3a5UZMqJYNcYV9fX3Yv38/Dh48CI1Gg+joaEYQVq9ejaysLNTW1uKzzz7Dxo0bWdJSXgXDp8UZLvj4+LhJ11qtFvHx8XjllVck3wXon0tvb+9rcma5Xqirq4MgCCzT/p///GecO3fuhvTlcrlQVVXFvF6VSiWeeuopZhega/feey+effZZ/M///A+L71mxYoWkal0mk2Hq1KmoqqrymJiXmBv6DFzN/CKT9SdfJe86nquvrKzEvn37kJGRgYyMDLdKBX19fSgvL8fFixcRHR3tJvmQEwRJaHy8lFKphEajcVNv8U5QRCBpjDRvPMNJ59rpdCIiIgKzZs3CU089BW9vb3R3d6Ourg5Hjx5lZ4O3pUnNDd+mFHh5ecHb2xtvvfUWnnzySTz00EO488478Ze//AVOpxO5ubks7RrfJv85ODgY999/P4spUyqVOH/+PIxG47AZs5Ew2IPd293dja1bt6KsrAxr1qxBfX09S0l1rUy8GG4K7z5PQGoKApfLxVKHvP7666xk9ZgxYxAREQGr1YqcnBzk5ORAoVBg8uTJbNMoFAr8+c9/xtmzZ1FaWory8nJ2KHhOkbe/kJcQjWO4dpD6+nrk5ubiwQcfZB5P1M6SJUtgNpthsViwd+/e654jnrPliQZwVVXJqwHp3cT38o4db7zxBrv2+uuvu1U15tWevGqH52aHS6iam5tx/vx5t0KGYmhvb8dbb72F73znO7BYLDh9+jReeumlf4pNaurUqUhISGDc/H/8x3/AbrcPWSV1NIDKm/MIlIzvGzZsQE1NDX7yk58gJiYGKSkpbmnKCGQyGZ566ikUFBSgoKBAsh8fHx90dnYOQNZ8tgbeFklqtOPHj+PcuXOsIgHl46NnnE4n20fEcJJKj+yPxOxQXFRfXx+r+0TZUgAwD0VPHod0nom4EpFbuXIlfvSjHzGc0t7ejvr6eiYlkTqN5lWlUrklAxCrQaWgra0NnZ2dOH/+PLq6urBq1SosX74c//Vf/wWTyYS0tDSEhobiypUrUKvViIiIQEREBFQqFaZNm8ZsyOvXr0dISAgOHTqEU6dOoaamBs3NzTdUe+CJIU9OTsbSpUvxne98B19++SVaW1tHtRzNTU2keB017xprtVqxceNG+Pn5YcyYMcjOzmaxU/7+/ixJpV6vR1tbG2pra1n1zerqajQ3N7MYEDp8RKx4ZEu68JGmRmpra8OZM2fw5ptvYt26dZDJZOjo6EB4eDjkcjnq6upQVFQ0anMkVpuI1ZZi9Yf4WV51J5PJWMZoAAOi+cX98Tr/kXJUp06dws9+9jMEBgayWA1BEFBeXo5HHnkEtbW1OHHiBI4ePYozZ87A4XAMani+0VBcXIzx48cjKSkJJ06cwPbt229YPSsp8IQY6+vrsX//fnR0dGDt2rWYMmUKkpKS2O+tra2wWCzQarV46aWXJFWBBORgALgH0pNUpNVq3RAlSUF2u50VLOTVn8TciG2mvL2ZCCJJSDwB4iUcXsLjHSx4IsIzmjyDplAoUFVVhRMnTmDGjBnM3Ts+Ph4zZszA6dOn3VIAkUqRtDjic+IJaCx9fX04dOgQ/Pz8EBkZifz8fCxbtgxTp05FdHQ0urq6IJf3J6/V6XRQqVSsqnBDQwOqq6vR2NiIAwcO4PDhw6ye2z8DFAoF1Go11Go17rzzTphMpkFVxiOFm5pI8TplCqyjTVBQUAClUonGxkY0NTWxnGHp6elISEiAw+FAcXExqqqqYDQa0dnZiStXrqCtrQ09PT1u7fF2HdqM4szrIwGr1Yra2lps2bIFgYGBkMlkaG1tZUX98vPzhx1cORTwNgP6zs8dXZMiUOL7pIiMmHP29Ny1GE5rampYpdHExER4e3tDEAQUFhYiIiICFRUVOH78OBobG2+YWm0kUFRUhPz8fGg0GuzevRunTp0aUHbhnwEWi4UFIatUKnR2drpVcG1qaoLJZIJOp8PGjRsHTavE52kEwGKCeA8/Qub8ueQlL3GwLU84xOXneacknumh7zwjRddJrUlSHO/cQc9R3/RMQEAAI6A8M2axWFiSYKl8f3x5EjGOGAwEQUBlZSVOnz4Nf39/HD9+HPHx8UhNTUVmZiba29sREhICu90Ok8mE5uZmtLS0sPiy6upquFwunDx5EsXFxW5ZMIYD4vM/2O/icy9+P6PRyNLG8a76gz0zorEK1+N28U8Ck8kEX19f5ozhcDhY6XCHw4Genh5oNBq2eVQqFbRaLfr6+vDggw/i6aefRnd3N/7nf/4Hra2tcDgcKCoqYi6wpAYQTw1tal4/znsQjXSjfB3Aey2JPbHEh57nXoGBKZV4ZMAzCGJJlr9fytvpRgXa/rNBoVAgOjoawcHBqKysZMX0vk1A8UYkqdA+ImJCrtjkVs4H1dJ55M8QpUMiwsYXFKQ/SkXGB+fyZ5EIJe01vV7PvlO/vFZEq9Wy4qdU7n3BggW45557sGrVKpZGaceOHdi6dSurYMyr9DyBQqFgKZJGAkqlEnfccQcWLVqErKws7N+/H2vWrGFhHu+88w6ioqJQUFDAHMNGAzwRj5FoPajqxCeffILDhw/j/fffx9GjRwe0JYVPAaCrq4uVtpEc481MpHQ6HYtPIk6NRHx+k5I0oVQqoVar2e984Bl5AfFSAR0qKamDDhbvzv1NnEpSbdIckJ1J7JXFc8fi4ERejy/mfGmugKtEnBACPc8nmeXjVb6NwEuU38T9cL1AHmm01vzaEhGgIoQ8IydWzdPvROyoDcrjJ3Yfpz3D30ftU7JnACzuSmru+QwRvP1VEAR8+eWXSE9PZ8yvIPQndM3NzcU999wDrVbLXNupaoHdbnfL1Ufj5QOERwLkiUlEl1SVpC4Vz8VowGgQKcIlFJ9G9kJxW9dKpG5qdR8/EUQ0APcU+rTQpDe22WzM5VSspgCublq5XA6tVsv0x8TF8fm66ODR/d9kCYE/8GLCQr8DV9PDiJ+h62IpTEpa4tvgOd9/Bfi2EicCMYIUS8zEFPEMETF7xEDyNiX+3AymTqZ9SHYtak8cqyUl7ZCWhZhZOvs8gXv33XexcOFCTJ8+HfHx8Whvb8euXbuwY8cOyGQyN8LH5wfkCSTNz7Xahsh5hEBM6G4Ec+dpr450D7tcLlZ88nrbEsNNTaTEEgCPeMV6c57D5R0IeKLEI2yxVxp9pu+8FEV9fBOJFD8PYgRK702feZB6RvyfJ1o80hE/z/f3b7i5QXxOxPbOoYgOAd8Gf4b43+gzr2bmJSpe40EgdgKS4t5VKtWA83z06FE4nU6YTCbExcWhra0Ne/fuZXW5xE4ZTqeTtcPPDf8+/4bRgZta3afVatkmI68j2jTiAD+Z7GrchiAIbrWg6D6xPcXhcDBduDjWh69fRUj6n+VdMxhQlmpef0/fifPl34FHCmIpiw42L4FKGVXFmbH57NBDReT/G77ZYDAYmPckxSKJHQjENl1e3Qe4Ox/xUjkBnVWemST1Hp1Z/qySKozfs+IaanzblBGEpB6xxEJSl9hGK26H8AlJP+SiLtXmv2Eg/Euo+0iFR4jPU2oiEut7enrcDg6v/6a2AHfui/csIqRO99FhJbFfXEJADIMhZym712DPDfU7AZ+r0MfHh6Xcp4Nnt9sZsiEiRv95+xX1qdVq3cR6MedInCrp6qm2Dz+3BoOBITWXy8VURKQaosKTRPi7u7sZ10rXeHWP3W5nBn2XywWDwcCM4uI9wSNLir+5WRAKr9ri7To0F4IgMOTLu0gTERB7yRHwqnFi9vj2ae4dDgcjCPQcPzZPoRhiKZvGMNzQDXovHqTKdfDgSashCMKQTg307GASkRS++WeFPgwX+JyH/LvRfuC9Lmn9xdItz3yIP4tV/7x9mog67+AilT1fCm5qIiV2LRUDfxDFumpaJN6Qzx9oXqKg3wC4ETMeeEmLb0s8Hk8SiKf7pN5lqPt5exCvR7fZbMybid9U/H0UhyIl8RCBEATBjbiLgZJyUsya+LBTtmlqn/Kg0dip8ie/FvyYaYPT+rtcLrc2rFarW7VV4Go9KrFqiD883zTg9yHtLTGB4Oso8e7fYhBLNdQuv/cpuwMfu8RrCMTqYgLe21Pcn1gy59fQE4jP3FD3/RuGB8TAEPEh+xytHTm8AJBkasRmFDEuE6tiqS8xU0TAJwsYdNzX+d7/VBAj5muRYPjf+cmkhRQja/FB9WQHo2tD6eU9/S5+n6HaGgqI8/P0rlKIQYpIkTcXb4sQj5Xf3FLIXyo6n3foIClA6nAQwqZ14ZEstUmGeSkOXvw+vArzmw5SayRmSHibDK/e9SSNi9Vs4r6obam9J6UOHg5zNRgRlWp3MPg3oRo+iCVrMc4SM2tiyZd/ls4pL9FKEabB1nq4+OymJlI88IhGirgMx8OMV1nwXmlSkyqFKPjrgxEf/t6hJCSp/sQgJX4Pdp/4Oy/pDJZWhRC6n58fenp6YLfbWRS8zWZjxIHiUmQymWR7vJckSTJShIVXzfHjJZUFqbkoFqe3t5eVjuBVYxQTI8VwUDvfVOAlR7FkJQ4DIOmSDxfg94Q4nAK4qjajNnhbLnHb9NkTMRITOqlzJ0ZaYu6bdzrQaDSMwyeXZjEzMhyJ7N/gDvzeoPMHXGXIeSaHz9ZBwK8lAXk90+fe3t4B+1J87kbKbH9riJQ4VkFs4BdzlWKJggye9BkYWMJcfCDExHCkrtZi5EhjFi/iYAZcKRjOGPjDPtj99LuXlxdCQkIwd+5c/PCHP8R7772HM2fO4MMPP4TFYsGrr76KLVu2oKmpCSqVyk2NKkaupE6i9VGr1W6Hh1fLkQpLrEpVqVSYMmUKFi5ciNWrV8NiseDzzz/Hvn37YDabUVVVxe4n1SERNCoNwSP1byLwc0YqFJ6I8MSL9gztQVLlUBvEJdN/cRwLv+95ByG+H2AgUePPmNizU/weUtoB+k9FLZubm/HDH/4QOTk50Ol02LNnD/7xj3+grKwMRqNxgAbgerQL/2pAtmlBEJj9iWcW+Lg2ngnigY91ExMxOqfi88SH9/DPDdfR7FtDpAj4AyXWndJnqYPC26j4A0zIQayfpQMq1cf1jJ1ALu/PlDF//nzExsbC6XTigw8+cNtcnqS24YyJkJLT6WQefmK3emojNTUV48ePx6RJk7BgwQLExsbi0Ucfxbp16xAYGAhfX19ERkYiJSUFEydOxL59+wZscD6Ylx8DjZX3tpLJZMzgqtfr8dvf/hZ/+MMfkJSUhIULF6K9vR0zZ85EaGgo/P39ERwcjL6+Pjz22GNYvXo1mpubUVpais2bNyMvL8/NWMyrrvgKsl+H0Vsmk2HatGmYOXMmli5diry8PHz88cfIz8/3eD9PMAAMYCw8qcn4bBCAewJYcR/0OzEMfB48Pls5f1Z41SsP4jg8vg8e+DaffvpppKamIjQ0FAaDAZGRkfj0009RV1eHp59+GocOHWIldoCRM4PfZJDJ+qsJLF68GAcPHoTRaLyhfdG8idO5kXaDpCmpWFKekQEwIJOHGC/x//l9Qu0Pl+n+VhAp8YEgERPoz8kVFRWFjIwMqFQqlJeX49KlS+js7HSbUEr5L/Z6Ab4+vbcY4bhcLixatAgpKSkwmUzIzc1FaWnpsL1igOHlzBpKXejv748xY8ZgxowZSElJgVKpRHx8PJtnmUyGzMxMOJ1OdHZ24sCBA279i+0itLHFRJbemYhKeHg4srKysHjxYjQ0NCAmJgZTp05llYS9vLzc2vX29kZ0dDQ6OzsRExMDm80GjUaDU6dOAbha2kWsOrrR6+vv78+qHU+aNAlTpkzB9OnTUVhYOGwpjp9rseQEDNQOAO7aA4VCwSoHe3t7Q6vVsnIzLld/DbVTp04NmA/+PEnFIPEIiCeKPILydI5IFTt16lQkJyfD398fvr6+sFqtqKysxIkTJ5CRkYGGhgY3JuLrWLOvEwRBYNWDpUCr1WLcuHGsGvZIUy6J++L3j5TqVkxkpNS5g9kp+bZ55zb6z0vew4kpu+mJlPgA8CojQRAQGxuL1atX4wc/+AG0Wi02btyIV155BSUlJYz6q9VqBAYGoqurC2azmaXuH8xxQqpfqYMzUr05j3z0ej1WrlyJ8PBwVFdXY/z48aisrBxQPmOw+SD1jtQYaIPwLt1S3jZUQ2rMmDGQy/uTcGq1WuYJ5nQ6MXv2bKSlpWHbtm3Q6XQsNQrfLvWn1Wphs9ncJF5+nhUKBbRaLSZMmIC7774bMTEx+N///V+3MQmCwLwQNRoNOjs7GVL29vbGmDFj4OPjg8jISJw+fdrtMPAuxl8HsouIiMCvf/1rqFQqGAwG6HQ69PX14eLFi2hvb/f4nFhNyn8mREOSDr/GhEQohZFCoYDBYMCUKVOwePFill8wLCwMtbW1cDqdKCwsRH5+/qD1kvhxUT9SRI1+o/9i2y7Qvwf0ej0CAgIQFxeHwMBAyOVylny5q6sLZWVlePrppwf07wlBjhTI7uLl5cVCGcg2SmphQRBgNpuHhUyvBQRBQE9PD44cOSJZ9l0ul8Pf3x933HEHdu/ejeLi4usmUtQuADdcSZIRcPVs8EwR5Uil797e3ozJcblczB7Mt+/J45nX5AwF3woixXuI8RwfAMTHx2PJkiWM646Li8OqVavw+OOPY9++fUhISEBmZiZLVvvuu+9i69atAAZPhMpzBlLSAk+8RkrA1Go1xo4di+PHj0OhUGDPnj3YsmULPvroowGqFGqH75O/Lt4EXl5ezLjJbyiyY9BnPgYpJCQEQUFBMBgMcDgc2LhxIyIiIhAXFwcAiI6Ohk6nQ2xsLP7zP/8ThYWFOHDgAKqrq93UpzT27u5upmbjVaa8cf7VV19FTEwMi2ESI0Kz2YwzZ86guroad999N+bOnYuqqiqEhobi6aefxvr163HixAl88cUXAw4/vz+IIN7IQOyqqircdddd2Lp1K9uHcrkcr7zyCh5++GE3+xkPZL/jwwQopo3Gy9sI6H1cLhe8vb3x4IMPwmKxICcnB7NmzUJISAhDQkTgwsPDYbFYoFQqsXjxYuzZs8fN5Zx3RScQ720exL+JA3gJvvvd7zLGUaFQ4P3338eePXsQFxeHjz76CGazeQBS49u/XlAqlUhMTMS0adPw/e9/H9HR0di+fTu2bNkCh8OBVatWISMjA1arFY888gjL8n0jiBWFUEhBaGgo0tPTER0djUuXLqG1tfWa++FthmJpivfS4yVkcZzo7NmzkZmZiczMTCxatAg/+clP0N3dje7ublb/TopRFicR4DUaQ8FNT6TENiUeZDIZSktLsWHDBnR2dmLq1KnIzMxEbGws+vr6MHPmTFavRS6Xw2g04sc//jHmzJmD//qv/xp233SYpVw2B+P6yJAtRsBpaWlYsGABs4fV1tbi0qVLA2JcpMYi/iwG3vuGgDeYSiWGpA1dV1eHxx9/HPX19W7EZcaMGVi3bh2mTZsGuVyOzs5OtwBZXiIVBIExBETAeA5MqVRi8uTJiIqKQkpKCkPqMll/cbru7m5UVFTgT3/6E6qqqmCxWPDGG2+gsrISPT09sFqtaG9vh8PhwMSJE9HR0YEdO3a4GYTp8FH/UhzsaEFaWhqmTZuGRx99FD4+Pm7rVllZOWhpebEKjwgUMNBdmPZaYGAgJk6ciHnz5mHlypVQKpXw9fVlJdsrKiqwe/dunD59GgAwb948tLS0oKSkBKdPn3arkUb7TMqzju9XPGbeU0xMnARBwLPPPouFCxeyjDFPPPEE8vPz0dLSgnPnznmseO3J5jES8PLywqpVq7B69WpER0ezcvEajQbLly9HTk4OXC4XAgICWEb3zZs34/7770dlZaXH/HQ3Avz8/JCdnY0lS5ZgxowZ+PWvf42vvvoKly5dQlJSEvbu3XtNJTpoHXnCRPiLjx2ktfTy8kJERAQeeOABpnocN24cfHx88PTTT8Nms6GtrQ1jx47FyZMnWckjvj3qg1/Dfyki5ell5XI5mpubkZubC5PJBLVajdTUVERGRrK0SBTcajAYoFKpoFar0dnZiZCQELS1tQ1qoxpKlcdvCE+GZF4iI6DSIrRJdDodfH19PfY1ksMqniuxK7PUfSEhIaivr0dtbS2OHz8+IJvDbbfdxsojmM3mAWWsxURYKqaH565orUg1BlytY9TX14fi4mKcOXMGzc3NTM0A9BM4b29vJCQkQKlUIiIiAgkJCczbUNynpzkZCURFRSE+Pp4xKFVVVaiurma/6/V6REREIDMzk0kxJpMJBQUFOHjwoNu9Q4GUepJHOAkJCQgKCsLkyZMxf/58xMfHM6akubkZx44dQ3l5OU6ePInCwkL09fWhu7sbXV1dzN7BIxGxBCXlwi4GseTD721SYUdHR8Pf3x92ux3nz5/HyZMn0dDQ4CbN8nY1T+foWkAulyMoKAgTJ05EVFQUyzpeX1+PK1euoKamBnK5HPPnz2dhFAEBAQMye38dMHXqVMydOxc5OTkIDAxkTPWYMWNgtVpx6NChEREp/uyJcY6nUAEAzByyYMECOBwOhIeHQ6fTIS8vD83NzbBYLDCZTJDL5Vi0aBHUajXOnz8Ps9nshl8EQWDOGCOBm55IAVclASmC0tnZCaPRiPz8fFbdNSwsjDlKtLa2orOzE6GhoQgJCWFFz8gAL9Um4DnYVww8YROrR8QGZ2qT3gnolzb8/f0RERExoA2eWHrqcyigVDji53m1qb+/P/Lz83HmzBl0d3e7zYlKpcJtt92GuLg4WK1WVFRUoL29nREpMREkFSKv4uPH4HK5UFJSwsogGI1GRohcLhcrvW00GllGbNJta7VahIWFYerUqdBqtVAqlQgKCmJpmvj381QzbCSgUCiQmZmJ22+/nWXq2Lp1qxvhUalU8PLyYhIh0L8nd+zYgX/84x9oa2sbtA9+jLzqlvYBeWXp9XpMmzYNQUFBmDJlCsaNGwer1YqGhgZ0d3ejuroaL730ElpaWtDT08PqPe3Zs2eA+zERczES4z27+HFIfZciKEqlEjExMSyjSFdXFz799FO0tbUNqW7lpafrIVS0h7q6uuDj48P248mTJ/Hll1/i6NGjMBgMSEtLY5WgL126xObt64RbbrkFs2fPRnx8PMxmMyIiIhAdHY1Zs2bhs88+u6Y9TOsqlnZJiyKOnQL6Ga2wsDCkpaWxuW9pacEnn3yCoqIimEwmKBQKjBkzBk888QTa29tRUVEBk8nk5iFINkB+DMMhWDc9kSIkB1zltuVyOTQaDZOSCKKiohAQEMC+FxQU4Ny5czh58iQ+/fRTlJSUICoqComJibBarW65poCBHPdIDstQhIOux8fHY82aNbjvvvugUChQW1uLL7/8ktmjrhfEm5on8IQExWN88cUX3bhq2uBqtRqxsbHw8fFBT08PysrK8Oc//xlVVVWwWq2Qy+VQq9XscJMkRIXhBEFga0QIkuwYFy5cQGFhIc6fP4/Ozk6Eh4fj0qVLOH78OFNJUf0doJ+YBwYGIjEx0U2ycblcrH8+gNhutzN102ABzIMBIYy77roLTqcTZ8+ehY+Pj9s948aNw5w5c9yu6XQ6jBkzhhFaT8DPN18njYA+R0VFYcKECcjKysJ3vvMdBAQEoLm5GY8//jja2trQ1NSElpYWFr5AwLtyi6UnsfRLNkuqejsYSEmrQD+yW7NmDcrKyqDX6xEaGop9+/a5IX9evcgzZLwUJxVLOFyw2Wz46KOPsGXLFkRHRyM0NBRHjhxhvxsMBkyfPh3h4eHQ6/Xo6OhAWVnZsAz8ow3z5s1DXFwcampq8Pzzz+Pxxx9HWloaNBoNvLy8BqzTUEAqY979m0+rBbgzAy6XCxEREViyZAnWrl3LbKLV1dXM3tvU1ASZTIbx48fjlVdewfHjx1FZWYnGxkaWkUJcb0xKkhsMbnoiRYeHPgNXEZN4Et566y04HA7ExsZCoVDgZz/7GS5fvoy+vj7m6urj44P4+Hhs3rwZxcXF+Nvf/sYMgoA7seHT91yvQZc2XHBwMIv/cTqdOHbsGCoqKkZ8SHjbBc8Vi8fpqV2eU5eyYYWEhCA2NhbZ2dlMWpDJZDh//rxbvj5Cwvy8kR2Kvut0OpbPj+77y1/+wry9rFYrS1TLB/YS4urp6YFMJkN2djaWLl2Knp4eeHl5obu7G0ajESqVirXPvwtfiflakNA999yDOXPmoLOzE3fffTcaGhoGGLZtNhtMJhP73tnZiZKSEmzdunVI4sg7BBHzxV8jUCgU8PX1xT333AODwYD6+nqcOHGClZ/ga6LxdgGyzfGxgOIimWIHGwLar2IXeL4SAQGdD6vVin379uGOO+5AXl4eDhw4gJaWlgFEzZM0Jh7H9Zw5m82Gqqoq1NXVDZhzksKB/jyQ5eXl/5S0WU8//TTuu+8+TJo0CSaTCc8++yzuvvtupKam4le/+hXMZvOI2qOqDryjFK0XL1kBV8+WUqmExWJBY2MjI3AXL17El19+yUJ2xo4di2nTpsFisaC5uRkm6WOsRwABAABJREFUkwkOh2MAU0X7iSdUw4FvBZEi4De3WBUmCALi4uIQEhLCrmVlZaG5uRklJSXMmA/062ATEhJQUVHhVlhN3N9oAm2UiIgIBAQEMAcEvmy2J9WKp/akuOKRgPg5mUwGvV6PjIwMBAYGIioqCkuXLmX2PCnkIV4fXjoVqxl45FtbW8vej7LV84RWjMAXL16M5ORkN2mpo6MDra2t8Pb2Zql1CJHyzhMjBZVKhUmTJmHWrFmIj49HT08PCgoKmGqSB4PBgODgYPa9tbUVly9fxoULF4bsW0qdK543oN/Fffr06fDz84NCoUBlZSUr32232yVTS3lyShAjKU/g6TepvSa2m9ntdjQ2NqKqqmqA+toT0+dp3NcKJMXzkqxarUZAQACysrJYhnyLxcIcSr4ukMlk8PHxQUxMDHx9faFQKJgWqLCwEHl5eaivrx9xu+KzKLYXSmlYcnJykJ6eDh8fH9TW1uL8+fPYt28fLl68yASBrKwsLFq0CCqVCmVlZSzoWmzfpHb5MQwHbnoiBbhLDcBAH3+6Z9q0aUhNTWUH8JZbbkF9fT0uXLiAiooKdHd3o729HTabDQaDgTlOEBc/WN9S16QWwZPaTybrjzxPSUlhGRQaGhrc3Dc9tTkYXItTAL951Wo1fH19WfyMv78/c5Tw8/PDwoUL3bKe0+EWA60Hr54Drub7otRIJNGQ3YoOjxjRkloQ6PeCuvvuu5kaz2q1orW1FaWlpaiqqoKXlxdMJpPbPuHTL41UivLy8sKSJUuQmZmJ0NBQ1NTUuGWT5kGpVLqpyOrq6nDp0iVUVFQM2Y8nCYYn9kC/um/GjBlMWuro6EB1dTWSk5PR2NjIzkNXVxfzpBQ7IvCSFR+HRSD1XQoIuYnPgE6nQ2RkJBYuXIjLly+jq6vL7R3F7yfuYzACNlpgMBgQHx+PGTNmQKPRwOFwoKOjA2fOnLkh/XkClUqFxMRE3H777cwOlJqaitjYWGzcuBHbt2+/pnbFzhHiuRRrWwRBQEZGBjIzMxEQEIDi4mK8++67KCwsRFNTE5O8s7KyMG/ePPT09KCwsBAdHR1u2g4eB4mdpYYD3woiRUDeU6TiEEtUly9fxpgxYzBmzBgIgoAvvvgCFy9eBNA/eS+88AJ6enoQHR2NTZs24d5770VbWxuam5tx4cIFAAPTJI0UPHGIarUaaWlpuOuuuxAfHw+LxYJz587hd7/7Herq6hhiomdGwpEQ0hE/N9QY1Wo1MjIy8L3vfQ9NTU24dOkSurq6sHr1aoSGhkKlUkGj0eCLL75AbGws2traUFpa6rFdUsNqtVpm8NdqtW5OFvwaEuLkVU70rjT/gYGBeOKJJ7BixQr4+fmhpaUF7777Ll577TX4+flBpVKhubnZ7eDxajaxBDEUKBQKeHl5ISYmhhEfLy8vLF26FFu2bBngUv7OO+/g4sWLOHToEADg5MmT+Oqrr4bVFy890/oRcaU6YE6nE0ajERUVFUhOTkZfXx9uvfVWLF26FGfOnEF+fj5CQ0Oh1Wrx8ssv49y5c4wQUX4/wD0dGPWrVCpZH/TuntQ0UlwzcHUvzZ8/Hw8++CBmzZqFmpqaASpoKYlKimB5sneNBowbNw633nor0tPTIZPJUFBQgJMnT456P0OBn58ffvrTn2LatGnQarXo6upCeHg4IiIikJycjKSkJJSUlIyYWPPMg9Q6SYWg/Pa3v8Xjjz+Oxx9/HAcPHsSpU6dgNBoZEZo0aRIiIyNhtVpx6tQpVFVVMeczKUZcSn07FNzURErMDfT29jLOVZyVQRAEnDx5Eunp6Vi4cKFk1oazZ89izZo1uOOOO9yMtJ4Scw42Lk/gScpSqVTIyMiAr68v1Go16urq8Jvf/AZ1dXUsCp7GQ88PV68rtl94egeZrD9NzR//+EcYjUZcvnwZjz32GCoqKjBlyhSsWbMGLpcLUVFRDHnV1NQgNDQUH3zwAfbv3y/ZLm8XI2cKko6sVuuAKHdColRIklQt5BATExODtLQ0zJ8/H3PnzkV4eDi8vb0B9KfBuueee/Dxxx+jtrYWVqsVDoeDFask5EuOMbwjxVBAgd+zZs3C6tWr4e3tjTNnzmD79u344osvJGNoxo4dizlz5kAQBJSUlKC8vBzNzc1D9kVAhJDPBE5A81leXo5PPvkEAQEBCAoKYoQ9ISGBGdrlcjmys7NRVlaGN954A1u2bGEu1tQuuerT3iK7AgExFgT0LH/GPDljkMps9uzZ2Lp1Ky5dugR/f3+sX78eBw8ehI+PDwsYX7duHd544w1s375dUm1/o+DChQtQqVT43ve+B0EQcOjQIbz33ns3rD9PoFKpkJaWxta+t7cXly5dwoYNGzB79mz85Cc/wfPPP8+C5YcLUhI072BE54FsRhqNBh9++CGysrKgVCoRHR0Ng8HAtEpKpRIvvfQSvLy8cPToUezcuZPFLooZDSkp/F+CSElJJVLBqEB/ap9p06YhOTkZDocDlZWVuHTpkhvCsNlsKCkpQV5eHlauXAmgn7uaOnUqCgsLJccwkgkXi770vCD0e82MHTuWqcsISYi9YfiD74lA8YR7KMcJ8XMBAQFISEiAt7c30tPTERcXB41Gg8DAQAQHBzNnAyqRLZPJsGXLFuTm5qKmpkayXXH/4rIZPLITZ9mmdyB7XWpqKubPn4+kpCSMGTMGiYmJjMjl5eWhsrISycnJMBqNMJvNzFgsjg/h2x/qoKtUKsycOZPp59PT02EwGCCTyRAcHIwpU6bgoYcewtGjR2GxWGC321FTU4PAwEDMmjULixcvBgBs2LAB58+fH1EyW0/1ffjfWlpaWCJdSvEjl/eXVElJSUFUVBQiIyORlJQEuVyOgIAAdlb4LATUB80Pj7BoHcWZCegzgafPlBxYJpNh5syZ0Ol0cDqdWLJkCZKSkqDRaFhOwfT0dISHh8NgMEAQhAEOAjdK5Tdu3DgsWbKE9ZGcnIycnBwUFxePel+DgdVqxZYtW5CYmIixY8ciKCgIUVFROHLkCNRqNUJCQpgn80iA1o+XSvm55NddqVRi0qRJSEhIYPkUQ0JCMG/ePNTW1qKvrw8zZsxAcnIynE4nmpqacPLkSdhsNtYu37aYkRkJ3NRESgqkvNHkcjkiIyOxYsUKZGRkoLe3F0ePHsX58+fR0tLidu+FCxegVCrxi1/8AgAQFhaG2NjYIZE7D8NRifBAQaiZmZmMe1Kr1YiLi0NLS4vHDNg8F+xJjPakE6ZniECSKikzMxN+fn5ITExkdZhSU1NZ0CPFL1FZ95qaGnz66adob2/3OEdigy05LFCfhPB4d1UeMZILdlxcHBYvXow777wToaGhA0oFVFRU4MSJE9BqtQgICEBnZyeTBsjNmeaMjzEZjEh5eXkhPDwca9aswYwZM1ggqtPpRFtbG7y9vTF//nxMmDABvr6+aG9vh9Vqxblz5xAXF4f58+djxowZcLlcOHv2LOrr60dkhOclfn6u+H1gMplgMplYXkeSFvV6PSZOnIjMzExMnjwZcXFx0Gq1zMmFVOL8XIiZIH5+PUlyUoRJ/GxcXBxmzpyJnp4e3HbbbYiJiUFLSwuys7ORk5PD+iQEFhcXh6ysLNjtdpw9e/aGu4AnJCRg2bJlWLduHQCgo6MDQUFBGDdu3A3tVwrMZjM+/PBDjBkzBnfccQcWLlzIUiP5+vqyPdnU1DRimzMfCyelkgP6146cx+x2O3OQ0Ol0LBmwWq3Gvffei46ODvT29sJisaCkpIQ9L8Z1tJ94AjZsEG5C6OrqEgAIAASZTCbI5XJBJpOxP/quUCgEuVwu+Pr6Cr/73e+ElpYWweVyCZWVlYJerx/wHP1NmDCB9fX4449L3iPuT61WC0qlUpDL5YJcLhcUCgXrnz7TvfSdfg8LCxNWrFghOJ1OweFwCH19fUJ7e7vw6quvCgEBAQOeGe6fp/ejudFoNIJMJhOSk5OFqKgoISIiQmhsbBSsVqtgtVqF7u5uobe3VzCbzUJ3d7dgsVgEu90utLW1Cd3d3cLp06dZeyqVSlCr1W5zQu9M/alUKkGj0Qg+Pj6CUqlkY9BoNIJcLhdUKpXg7e0tqFQqQaVSCUql0m3M99xzj5CXlyf09vYKLpfLbU+4XC7B6XQKPT09Qnt7u2C1WoXHHnvMbVxqtVrw8vJif97e3oKXl9egaztr1izho48+Emw2m9DX1ye4XC7B4XAI1dXVwsMPPyy8/PLLwpUrVwSXyzVgTPzYXC6X0NDQINx7771D7id+zsTrqFQq2TvRPNE802e6X6VSCTKZTAgLCxNWrlwp1NXVCd3d3cIzzzwj+Pr6uq0P/el0Ord512g0rE1aP61WK2i1Wre51Gq17Df+Gv3FxsYKK1asEA4dOiQYjUbBarUKZrNZsFqtgsViETo7O4W2tjbBYrEIFotFsNlsQldXl1BSUiKEhISwdnU6nVsftIev96+4uJitb19fn/D73/9emDp16qi0fa1/CQkJwu9+9zs2L0VFRWwNOzs7hdDQ0BG1RzhKpVIJWq1W0Ol0bJ2k1jEgIEB46623hMLCQqG1tVX48MMPhZ///OfC7t27BavVKhiNRuH2228XMjIyhIiICLYvNRqN2/rz+0KpVAoajYadSQBCV1fXoPj+ppekSDSVSsNDHLPT6cTbb7+NW265haUXmjdvHg4dOjTAjjBjxgzccsst7PuqVasgCALefPNN1h+1zRv1KSCVB5mIK5XiHgRBYNm6icOpq6vD2bNn8fe//33QjMcymbtdSpDginx8fFjGcXJMoESZSqUSP/jBD1BSUoLJkydj3bp18PX1BQDm9Uaed0qlEq2trXjhhRcgCALKyspQXl4OAEziGozbJQlX9v+5fH7MxP0LQn9GaN4uQuDn54eQkBC3JKn8HNJ8qFQq+Pr6orKykqmJBEGAwWBAT0+PW0Ar2ak82enmzp2L22+/HatWrYJGo0FfXx8OHz6MTZs2oaurCwcPHsTmzZvx6aefYtu2bQgKCnKz4RD09vaiqqoKv/3tb5Gbm+txjoYCcfYOmcw9ezzNP0me9E6tra0oLy+H2WxGcHAwkpKSkJWVxdzU+bm77777cPToUVy+fBkymYzta9n/l4ApXRf/HO1BsdTOr3FrayvOnz+P7du34/XXX8eqVatw2223wWq14uLFi4iJiUFUVJSb1qC5uRnvvPOOW25Hvm+p/T5SoCwYvO2vubmZqR6/Tvjwww9x+fJl7Nu3Dy+99BIiIyNRU1ODTZs2weFwYMuWLZgyZQoSEhKwefPmEdeeIm0IebU6HA43j2hewgKAnp4epKWlISIiAkqlEqtWrWKpjnp7e6HVaqHRaFi+TMBdJc3bkwGws0/7hXDRkOMe0Vt+Q2GwzarX6xEXF4fHHnsMwcHBkMn6XZerq6sHqF0MBgOysrIwY8YMCIKA1157Dfn5+SgqKgIAN1UUj0TpgIrHwhMQuk8M48aNQ05ODubOncsQttFoRF1dHaqrqxkCl3pfHjGI+yIggkSbj9RsoaGhmDBhApYuXcoSuoaHh0OtVsNms0EQBObdpVQq0d7ejsuXL6OsrAzNzc1obm5mbsTi8g78OKQSofJB0FLv09fXh6VLl0KtVqOhoQF5eXno6+vDiRMnIJPJsGLFCpYhw+FwwG63Y8GCBfD29mYINSAgAPPmzYPFYsGOHTskI915bzYpyMnJwYQJE6BWq3H27Fm0tLTg0KFDOHDgAOx2Ozo6OuBwOHD58mX8/Oc/h7+/P2bPno2ZM2eyzBNnzpzBqVOnkJeXh2PHjg1QL48EiOGi93C5XEz1QimpeMcGqmpMTBQ54FCZDOAqUvH398f06dMRHR3tls1AjLjEZ01sfxCfCx75dXd34/Dhw+jo6EB3dzfOnj3LYqaSkpIwfvx4LFiwgKWQUiqVCAsLG7ENY7gQHh6OcePG4c4770RgYCBksv4M/Z9//jn27t07rDCB64WJEycyW112djbi4+ORkpKCjIwM6PV6Vk3a6XQiNzeXeRwWFRVdU4A/xSiSMxgP4moFLpcLGzZsQFZWFhITE5GUlMTiTMmJrLu72y3NmRT+E//GM+7DgZueSAnCQLdq/qCoVCoEBQXh8ccfZ15cZE/gF0Wn0yE9PR3Z2dlMD52Xl+fmECB1AAkIuQ534mnsMTExmDhxIqZOnQoAqKmpQUlJCUpKStxie8SSBT0vJo7iDcEHK/LEigz+48ePZ1wkv3Gov9raWmg0GlRUVODs2bNobm4ekAFDSgqh/qWkFD7rgfjd6P7FixfD398fxcXFKCgogMFgQGlpKS5fvsw83fjg3GnTpkGv17M2AwICMG7cOFRXV2P79u2SuQSH0ucTIq+rq8O+fftQUVGB8+fPo6yszO2+7u5uvPnmm9Dr9VCpVJg8eTK8vb3hdDqRn5+PTz/91E1qGQnQvEjFLgmCgLS0NKhUKsbU8DYicpoJDQ3FmDFjoFQqWVYMktBp/3h5eSE+Pp55l9L88BkoxJI7jYHXGEg5B/F2sJqaGnR3d7M5BQBfX18WJkAppIxGI1pbW932CPU3WkTLx8cHycnJWL9+PctuUldXh6+++spjfafRhKCgIEyfPh0PP/wwy2fo7e2NCRMmoK6uDnFxcfD29kZUVBQMBgPGjBmD7du34+zZs9fUH3/+gYGZO4ih4JmOzz//HMXFxZgyZQqA/jnT6XSQyWRob29HR0cHC7bnpXpg4DmXctQYDnwriBSpsmgDKxQKhpTa29uZQQ8AM/zn5ORg3759sFgs8PLyQnZ2Nl566SWkpaUxleDrr7+O73//+3jnnXeYuoOPxBer+zwhXk/jJpWGTCZjtZn+/Oc/48CBA7h8+TK7V9wWjyQ8xY146p+uUZAuIXZeKiHVVl1dHdavX4/o6GiYTCY0NDSwOCie25LyIKTfSVrlkQzPHJCbOW1oxf8v0JeSkoLx48cjJycH27Ztw4IFC1BUVIQDBw7g1VdfZcxHdHQ0iycRq9ry8/Nx6NAhyOVy5obOqyB4F3Qpj7vXXnsNhw8fxsSJE/H++++jo6NjSJWmTqdDYGAggH41W01NDWpraz0+MxjQ2hI3Lc7MIZPJkJCQgPb2dtTV1cHHx4fVYSInF6VSiYcffhj//d//DZlMhl/84hfYs2cPK/1Ce7qpqQlvvPEGXn/9dRYiAMBtXcRGb16iI5DSHlCMT1BQEGw2G44cOcLclBUKBZYuXcoYJn9/fwDAsWPHsH37dmzbtu2acysOBRUVFW7vU1hYiN27d6OsrOxryTCxevVqLFiwAHq9Hvn5+Xj33XfhdDrh7e2N48ePY8eOHTCZTKipqcGyZcsQHBzMGKfrAdrzvDQl9vyj9e/q6sLJkydx+fJlBAcHQ6VSITo6GlqtFocPH0ZNTQ3MZjNztiA8CMAt9ENs9pASLjzBTU+kCMjGIgjuwZrh4eGYNGkS+15QUIDt27ejvLwcDocDgYGBiI+Px6xZs5Camgo/Pz+Ul5ez+j8FBQUAwA4UTa6UKDsSKcrX1xe/+tWvsGjRIoSHh8Nms+Ho0aNobm4ekO9ODGLOZDAQEys+AJQCAqk/Qtrr16+HSqVCfHw8qzUklV5HrDaTyWQsuzwvyYrdZUmtR/ZEm83GkKBGo0FBQQECAgKgVCoRHByMQ4cOQaPRoLKyEkVFRejq6sL06dMREBDAXPYNBsOAd8/KykJ9fT1yc3PdVF+0jnRAPbmEt7a24ujRo26utVKgUCgQERGBd955B+PHj4cg9OepW7FiBcrLy6+ZI6eM0S7X1aJ4tN7+/v44d+4cent7cfjwYdTW1uLYsWPsHFDeNJfLhTfffBO7d+/GnDlz8N577zFiS2vg6+uL7Oxs/OY3v8Gbb76J2tpaRuj4tQWkuV8pVTcP6enpWLlyJRYtWsTmlfLGeXt7Q6/XQ61WM4T27rvv4tSpU7h8+TI7y1Iqo+uBJ598EgsXLkROTg5kMhm+/PJLFBQUoLCwEDU1NV9Lrr5NmzYxe+lvf/tbXLlyhdnfHA4Hli1bBqDf8/COO+7AP/7xD4+hMGKQYlLFTDQf7sGnf6PvvI3TbrezPeTj44Pe3l60tbUxT11xGwAGSOHUN+Hp4aYl+9YQKWBgoCvQL1Knp6ezeyh7RH19PTQaDaZPn45ly5Zh8uTJ8PHxYUXwSFVDeajEmQ/E1zzZjcTj4cdaWVkJnU4HvV4Pq9UKi8WCK1euDCgp7umA8lwJfx9/jziKnGwzOp0OwcHBKC4uZvVhSOL4j//4DxQUFODixYvo6uqC1WodcjMR4RmMA+UPBiFfHvGPHTsWK1euRGhoKGvL6XTC398fCoUC8fHxrA4RFaqj95NSAZ09exb79u1jxJCIJR3AobhlyuwwGCevUqkQEBCAZcuWMSbHbrcz2931FMnj1SW85Er7TavVQqfTITMzE0ajEUePHnWzO9I7kJuw1WpFZ2cnQz6U5orsohTLVFxcjMrKSkkVspTELuaU+d8AsJLjVOXZy8uLIUONRsO4+traWvz1r39FV1cXLl++7Jb8VWqPXwvodDrcc889uP3225Gamgpvb2/s2LEDmzZtQkVFBRoaGr62ZLImk4lJIZMnT0Z7e7sbk9re3o6wsDBERkYCAFJTU1kC16FAiojz6jyp+3hiIk5fZLfbUVtbi+bmZgQHB8Pb2xvTpk1jMYjUPgHhA2I+gasZS/7l1H08SG1kX19fxMbGSv5Ohtply5YhJiYGgiCguroaxcXFsNvtaGlpcVPxSXEmwxmH1GL09fWhqqrKzYlApVKhpaUF3d3dg6rvxDrl4QLfhtPphMlkwqFDh5CdnY2IiAj4+/tDLpdj8eLF0Gg0qKqqQlhYGAwGA0OYfn5+aG5uRk9PD1Od8rpmsbQhZS/0NCcGgwHR0dEoKSlBfHw8UwNS/JTBYHArhUFtiR1aCNra2tDY2Oh2L/+sVEzdSMBgMCAkJAQpKSlYunQp/P39YbVaUV9fjwMHDoyKTYPeSbzWgiCgpaUFERERrKiit7c3LBaLWwJfcjAxmUwoKipyy5no7++P+Ph45OTkICMjgxX84yUjKUZoMIIhta4dHR2oqKiAv78/srOzWR0naoMkiMuXL+Pvf/87kpOT0dLSwhhEvl1xXNZIgPbQ4sWLMWHCBBgMBnR1deHSpUs4ceIE6uvrRxRofb3Q19eHrq4udHR0YM6cObh8+TJUKhXLOi6TyRAZGYnExEQUFRUxaXO0QIoYSeE5kuw6OzthMpnQ29sLb2/vAeeHmEVeWuPXiw8OH8ka3vREiiZCrJYg0Gq18PPzY5OZkZGBe++9FwDw61//GgkJCay4mcPhwKeffoq3334bV65cAQCWOoZypfHlHvj8cuKJH4rjoxxw9KxCoUBkZKRkolJPbfMI35M0J7b/0LhLSkpQWlqK0NBQzJgxA9OmTcOMGTOQlpYGh8OBadOmISMjA1999RVaW1thNpuhUqmwePFivP322yy9T0NDA0vZLwa+f/rOu72SSzy5hefl5eHChQuYM2cOXn75ZVY+XurQeJJc+YO2YMEC2Gw2/P73v3fLgk61pK7V1kGIe+LEiViwYAEWLVqEyZMnAwByc3PxxRdf4I9//OM1tc0DEWlaXx4J9PX1oaCgAH5+fiy4ety4cSguLkZ3d7dbGQZ6nl8jg8HAxj137lwAwI9+9CMcPHjQLSRArEGQUjFTu1KEFAD279/PsnevX78es2fPZmms7HY7XnrpJdhsNlZOhbch03zzn6+VSHl7eyM8PHyAZBgZGYnu7u6vlUARlJaW4ssvv8Qvf/lLlJWVwWKxwOFw4JVXXoGXlxeSk5MRFxeHH/3oRzh16tSIy8XzwKuPiRkR27TF32mv9fX1wW63Q6/XQ6vVorW1FT/4wQ/Q0dEB4CrzwO8BsRcv4QJeBTiscV/zG39DgEfgfLJMmpwjR46gqKgIvb29WLFiBWJjYxEREYFly5YxFVdnZye2bNmCvLw8VrQLuJodgUeAfJyUuH8pbp3uEYO3tzdeeOEFhISEAOhfuIqKCjf7zVCLyNtVpAiZFGETOzI0NTVh586dyMvLw/bt27F48WIcPnwYCxYswH333YfbbruNIUa5vL/8d1BQEE6fPo2ysjL4+/vjN7/5DYKCghAWFgalUolDhw55LKDI9+10OmGxWNwkJkEQsHfvXuzevRuffPIJDh48iJkzZ+Kpp55CWFiYx3mRyWTYtm0bLly4gCVLluCrr75CWFgY/P39GYHmVWG8Smy4oFQqERcXh6lTp+L555+Hn58fixWRyWTo6urC3r178fbbb4+oXU/AH2Qx8rDZbHjxxRcRHByM1atX4/7778f3v/99VFRU4MCBA9i7d69b+AK9q4+PD5RKJVJSUvDcc88hKioK27Ztw+7du1n5Bx7R8Fyw2GVZapyeoKmpCc3NzcjNzcX3vvc9TJgwAVqtFv/3f//HbGuepG6xw8a1Eqrw8HDMmjULy5Ytg0qlwtatW/H222+zdFYEYmb0RkJtbS0OHTqEhoYG3H///VAoFOjp6cGiRYsQExODgIAAtLe345133rnu8fB7nhjGwbRBvHRFuJUyrpjNZlYynq9XJlZJiyXwvr4+Fuc4XCbxpidSwECCwW9gh8MBs9nMDNi+vr7QaDQsUM9kMqGpqQnd3d3M3ZxvjwepAl48jOTwWCwWvPHGG5gzZw60Wi3a29uxbds2FoA6lFqFxucJ2Yqv8Xph8TM9PT1obm6G2WxGR0cHmpub0dLSggsXLiAtLQ0ulwuTJ0/G1KlTWeyKTCaDxWJBeno6Vq1axWxEp06dGjBmMXEXewKKy8cDwEcffcRUrl1dXairq2NSld1ux7Jly2AwGKBUKlm+t6qqKhw8eBBnzpxBQ0MD9Ho9KzFPB5IkY7KPEafoCYKCglh6GqPRiNDQUIwbNw5RUVEsOJJnAKxW64iL0XkCsdccb9gG+hGcy+VCUVERcnNzMXnyZCQlJbHgynXr1iE/P58l2s3JyWEF9ID+vaBSqVBZWYkzZ86gqalpwFzwkhiNQcruNBih4qUwi8WC7du34/jx41AoFCgsLPRo8/S0r6+FQN1///2YNm0ai3v79NNP8eWXX+Ls2bNu6xUWFoYXXngB7777LsrKytDW1jbivkYCFDz8/PPPw9vbmyF5q9UKvV7PHItGmkzWE/BqeV7lKv4dGBg8ThJ7X18fAgIC8N///d947rnn0N7e7qZR4tXFYumKro8EvhVEikC8gXn7S0lJCSsDTb7+1dXVaGhoQE1NDS5fvozq6mrJZJZSbQ9HVB1sMXp6ehhR0mg06OzsxMmTJweU0h7JO/P6X0+6ZZ4jJXC5+kto9PT0sA3X0tKCwsJCpKeno6+vj8XWkHqpoKAA5eXlCAoKglarZXWhKIeflD2DQKyn5m0u9Nz58+eZw0NnZycLrOQzYfj7+0OpVEKn06GpqQnnz59HSUkJurq63LhwIlLkfSTlTu0JAgICMHHiRKxZswZdXV0wGAwIDQ2FxWJBR0cHjEYjuru7WUxXVVXVqHHg/FryBm36TNzs5cuXceTIEcyfPx9+fn6YNGkSBEHAXXfdhdjYWFRUVMBisWDu3LnIyclBTU0NqqqqUF5ejqqqKly8eJERMiltwGAaAbpnKOCloMuXLw9bW8DfMxIVEQ9qtRpz5szBnDlzEB0dDbvdjry8PFy8eHFAcLWXlxemTJmCU6dOob29/YYTKUHo9wQVl2/hz8i1qjfFwJ9FT3MptdYyWb+Dy5gxY1h4AjmdkRaBN7sM1u5wmG8xfOuIlBTYbDbs27ePxUNlZGQgKSkJf/nLX1BRUYHm5maPhc2I2xZ7gnlCRGIJgr/GL5DT6URpaalb/SUxIRzuRpXibKXuIamBNhQfT8ZvMurLbrfj3LlzkMvluHjxIv7yl78MmJevvvrKTfcs5v6l5kutVjM7lJeXFwsGpPucTifb/C6Xi6lASQrTarX45JNPBhBC+q7RaFj7pHsXS77U3lAIwN/fH6mpqbBYLIiMjGQZOYqLi3Hx4kUcO3YM58+fx9y5c/HBBx+MOFXNUMCvlTglEtCfAd1kMqGjowM//vGPYbfbMX36dCxcuBAKhQKrVq1ya08Q+osflpWVITc3F9u3b3djjHhJmxgHUpVSsl7eBkX3iaUt+iz26OJVSOL39MRsXQ/Rl8vlCAoKQkhICHx8fJi3I9l+xNDV1YWPPvoI4eHhCAgIuOZ+rxduhKqRz1hCfQxm7+O9ZgMDA/Hyyy8jNjYWSqUSZrMZV65cGdAGfw7FtnqeGaXvwwGZMFpk+msEk8nEcsyJuXUe2YqB4keIoyaDPyGs4cBgXKUYYdIB5X8XPzcUl+rpOU/PStkxiADQnEhtHqnn+XZpzoZy25bKMCFFuCkmhggcZWIn/Ta/mUnvzbeh1WqZQZcnvjxSo5ROZPTl10cqpEAKyLlD7NBCBJNSQonzlI0GiAPUxemnNBoNYzLIW6+np4fZEGhclDm7oaEBERER6O7uRldXFywWixuDwRMYekdqG+jfP7RuBOI9z+8t8W+DSULiPS6WhKVUUACY+ncwkMlk2LdvH1NXd3Z2YuHChSgqKpI89+RBJ57vmx2o+rUnNRwF35IZgc6OTCZDWFgY3n//fWRkZEClUqG9vR2bNm3C73//e3R0dDC1vSfGlNTrtAforDscDqah8ATfCiJFIIUMPYH4UEjZmDw9N1j7wznAg41juCAmMJ6Iobj94RC7oYjpYGMeqi0xNyV+hg/KFv/xIC7xwbchjp3i9e98H7x97Jt4DPg9KbZH8UhGCoHz+1ClUkGhUMBms7E6TnzoAIF434ilGCJ+g3Hfg4EUkfJ0LnjgxyG+dzhECgBmzZrF8vPZ7XYcOXJkQBXlbzuI3df5s8iHkYjxFQVdT58+Hc899xyMRiPy8vLw2WefoaysjOWE5EN1pM6/WLqitRuKSH2r1H3A8CST622fOPehQDwGKW5ypOOUalPq4PO/SalRPLXJq5UG69fTO/CivtRzNA4+mh1w9zwSb2wpZCr+zhMdsXQtReD4MX5dwZsjBSmpVkzQCTG4XK4B7v40B7zbMu/FJp4ncZ90jxThu5Z38LRPh9PGSJ8Rw7XmTvy2gdQZ44mSOCEC7RGqwbdr1y50dHTg/PnzKCwsdGMQ+T54JorfszwBG+5afuskKQr8HCqeQCw5iV3LpX4nDpxXU/GTLkbMQ6k3+P6GQgDihRZfF/fnSWIaimPV6XRu1TX5tvk2yM5DqgExkFpIah3EdgqxelYcxGu32928yug6r66jyHc+kwTvEsune+Er9dIz30QgQkpzzrvpi6P4xRIPT9w9rbmnZwF3Jxv+TPD5EYejvpaS+Ib77sN5RhCEryXP3rVqPL5JwCeSJpDCK3S+KJEBAZXj4QO+9Xq9W5ke8bn2xGgJwlXV/r+Uum8kMNJNJ6W2uhmm7nqyUgznXmB4KkSpMXmS6oZSJw215oOtkxThFSPqf8O1g3h+xSpIMWPn6ToxGIT8+KB6spXQfS6Xy82O5HQ6WTJhUlV1dXW5Zc/nQaFQsATFcrkcNpuN5YSkWL7IyEh0dXWxekqUl04mk0Gv18NoNLqVtqGsMQqFglWGFjsN8BoB3qGB3pdPWs3bWeVyuVtdtOGeV09xbsMBMTG7VrzLAzFe/xLqvmshGEPdP5Qt52YgUMDI52YwdeBI1DVDqRU9PTucPq7nfTypYP8NIwepvSX+LuXtOZw1EBMScWkYut/lcsHX1xdWqxWC0O8azTsskWqZJ3YA3Owovr6+LKic7icHK6VSCb1ez5ImazQaaDQaWCwWRkDsdjuCg4NhsVhYqjBe/Uw2M6mwB5LoSXtAkjMvxfD303VKFM2/JznKEFGjYqREVMSOQiMhNjcC/w23jW8Fkfo3jC4MRXyuV3q9UUTBEzH9N3wzYKROFlLfxW0Q4uclNtqjpFIiex0vlRAx4DORkORChIpXedtsNjcCwau8iRjxBEfsiED9ie1z/HkQaxCk5oLGKn5neoa3UfJnVTw/nuZZqv+RwrWusSf4VhApKdXBYOqbwQ7LSEVosS3rmwyeNr7UfJDqgoJgyRbnKau31LwNR1U32Jh4EB9k8UEbjEAN1ce/Jalrg5HMGyF0qo1Fe6O3t3dEORTFAaOC0B8MS6o6kmQ0Gg0LUicg4mG321myVpVKxXIdkn1Sq9XCarUyRM8jeCJq9C70nSoXqNVq+Pj4oLOz041o0P2kWuZjlqTsNlRaxhNeoXFSGAbZy4Gr4RE9PT1MOhwM333T9/+Nqcv8NYEnhCc2+ovvEYvcPIiRHb/BpIA3yn9bQBAErF69Gh988AEWLlyIF154AZs2bcLnn3+O0NDQ69JtjyYQV8m7kd8MzMK/IrhcLvj4+OCnP/0pLl++jJaWFhQVFeF73/sefHx82DkbCsgWxTMmlJGfR9Sk3tPpdCyRM0lO5ABit9thNBoZsaLn6EwTQSU1H982nXmVSgWDweDm1KPT6RhxoHcnJwHKlsJLeTQu3rHH6XRCpVLBy8uLZXThgZzDSEWo0+lY+3SNVI7DKbMj/vsmwU0tSREHMlI1Ak+I6E/svkvAEz6puBWpZ24GGGwjpqenIysrCxMnTkRycjKr59Td3Y1nn30WL730Etra2jymQBkMhqsulHKgoOv0PywsDBEREfDz84NSqcS8efOQlZWFmpoanD59GseOHXPL6CHeK//sNZs7dy5uv/12pKWlwWg04r777rvhJculYPLkycjKykJCQgJ++9vf4oEHHsCUKVPQ2NiIl19+Ge3t7cyDTiqeUBwcLgULFizAunXrWK5KoH89Ojo6BsSqXYuES0icpDJfX1+4XC50d3fD29sbOp0Ovb29sNlsLAck/YmdEGw2G9PG0NiIkFGbdG9vby8sFgs0Gg3LbUeZweld+CB4Piien0eykREQYSPiqtFoWHFQkhiB/hps8fHx0Gg02L59u5uXHQXkEn6T0jbcCHWfuI3BtBzDWeObmkiJYTAEOJjqaTAV0GDG3qHaHwmoVCokJycjODgYnZ2daGpqGpBX7EaBWHUWHh6OsLAwhISEIDY2FjJZvyu5Wq3GvHnz8Le//Q1dXV1uWbYJroVo8c8OZQ+j/3q9HgkJCcjOzkZaWhqUSiWmTJmC1NRUNDY2Ijg4mKljiouL2XOe1IFfJ8HSaDSIjo7G7NmzMXHiRCQkJMBoNP5TJNRJkyZh4cKFmDJlCuLi4tDY2IhbbrkF6enpaGlpwdtvvw2TyXTdbt5hYWHIyspCZGQkQ+y0zwdLLjvcIHueYQXAJAqSiAAwyYhc+SnImaQN3hmDJCuSznk7D3kXkjTkcDhYkDQVTeWDr3n7EY2Pd5LgbVe8ipC/1tfXB4PBgIiICISEhEClUuHIkSPQ6XSIiYnB5MmTsWvXLqaKFBNBcSA4MPyzOhghGwyHDtXmv6xNSgoR8RuBt1lJebx4IlKDfaaNdT1BoTqdDrfddhsmTZqE4uJi5ObmIjc3FzKZjNXauRYYKfIVBAFBQUEIDAyETqcDAOatFBgYiICAACQkJMBisaCtrc2tBo8U4R4O1yZ+Zqj30Gq1iIyMxMSJE7F8+XLMnz/fLY4qJiYGoaGh0Ol00Gq1KCoqcmt7pGMabTAYDJg2bRqWLFkCp9OJgoICyVIVow0yWX81X36u7r33XsyZMwdJSUnQ6XR45ZVX4HK5GJLz9fVlCBuQtr0ONYd8yAEh/ba2NpSWlrLCn1LtkfprqHmhs6dQKKDRaNDX18cyvdMetNlszFOvra0N3t7e0Gg0UKlU0Gg0aGlpYfF4BoPBTfIiYkcefgaDAWaz2c0pgiQcshGJY9D4ytB0v0ajYRIPTwzFdiRB6M/MkJqaijlz5mDy5MkIDw/H+fPnmRp1+fLlrD3emYOXGKXsvCNhKmkdtVotU0F2dXW5qWD5/wTXK5V9K4iUGKTUBvwE0kJKUfPhIgqxt8z1Zi3w9/fHCy+8AJlMhpUrV+K73/0uLl68CD8/P/zpT3/C+++/f13tjwSSkpIQGhrKvp86dQrh4eFITEyETCbDF198gaKiIuzbtw8/+tGPvrZxEYJ44oknkJiYiIkTJ2LcuHGStgyNRgOj0YjGxka3tEie2v26gEq+A/1q1Z/97GfYsGEDyx5/o0Au768F9sQTTyAyMhJarRa9vb24//77odfr3e7t7OzEoUOH8PTTTyMhIcGNSEnBcMZtNBpRW1uLiRMnwuVyYdu2bXjttddQXV3tcbwy2cDEzmKQyWSIjo5mFYnJQYOICwD09vayPJ20D+x2O+x2O8LCwrB582Y888wzKCkpgZ+fH7Zu3Yrg4GC89dZbeO+993Dp0iXmzk3ODn19faySdXNzMwRBgL+/P/r6+tDR0eFGmIlwabVaxtBmZWWxDPUnT55k8U/UB+WCJG2Ft7c3Hn30UcydOxcpKSmQy+VISkrClClTEB8fj9///veMmNF7UpujwfwoFAoEBQXB19cX3/3ud/Hggw+ip6cHM2fORGVlJRvzjdjD3yoiJVbb8Jy82H4iXjh69vHHH8cdd9wBmUyGmpoamM1mGI1GXLlyBRs3bmSSw2hzvU6nE1euXGG1Wvz9/ZGVlYX7778feXl5o9rXUBASEgK9Xo+mpia8+uqrOHDgAGJjYzF+/HgkJyfj/7F33eFtVef7lWTtZVnee694ZDp2TJw9SSADCGG0QCmFBiizhUChrLJnoWVvAm1CgCSQPRzH2Y5jx45XvKe8bdnaln5/+DmHo2vJKw5Q+nufJ09s6+rec+8953zr/b5v2bJl0Ov1Tm0M3E3O0U7akSwoh8MBLy8vREREQKFQICsri/a1stlsKCkpQXl5Oerr62E2m7FhwwbMmzcPoaGhiIqKwhtvvEE14Z8zMLx06VIsW7YMWVlZ2Lx5M5qbm6FSqS5ZSwgejweRSAR/f3/cdtttWLt2LVQqFVXSpFIp9Ho9rFYrvLy8UFFRgS+++AJ79+6lFdYvtmOtSCRCZ2cnzp8/j9WrV+PJJ59EdnY2ZcS5AnnvbL6Ru+Oam5vpBkniOKxlxefzaf6UUCikzLuIiAikpaVhYGAAzz//PHXzkQ7ZYWFhiI+PR1FREXp6euj3rVYrpFIp+vr6YLfbKRvQbDZTa62/v3+IZUG8ITweDzU1NXjooYdgs9mwa9cuvPvuu073SvKc0tPTER0djc8++wyXXXYZIiIiYLVaUVlZCYlEQtmKGo2GCigC1qLiPtfh1oArzxKfz4eXlxeamppQUVGB4uJiWK1W3HHHHfj+++9x9OjRIdcf6dyjxZiF1OHDh/Hiiy8iLy8Pzc3N+Oabb7Bq1Sr6+U033TRE61+yZAl27dpFf+/s7MRdd92F7du3g8/nY+3atXj99ddpS+mLAVdQjfRQiGYjEomQmJiIlJQUJCQkQK1WIyIiAgaDAXq9HgkJCTCbzSgoKEBDQwN6e3snVFDp9Xp8+OGH4PF4mD9/PubNmwe5XA4/P78hmu5Eg31mPB4Px44dQ2trK0QiEXbv3o2ysjI0NTWhu7sboaGhGBgYgI+PDyZPnow1a9bg+++/d1qAY70mi+F82zExMVi6dCmmT59Ou/S2traiqakJ3377LSoqKtDV1QVvb2/YbDZotVo4HA4kJSX9IhiJU6ZMQWZmJtLT0xEREYHdu3eju7t7wpokEnh4eECpVCItLQ1+fn5QKpXw9fXF4sWLER4eThlrVquVNresq6sDn89HZWUlDh06hJKSEkoE4GKs7tLo6GhMnjwZycnJAICIiAjk5+e7JImwsRhy/pGuwSascokxbH4UuWdibUVERGD27Nnw8vJCcHAw3dRJtYmOjg40NjZCJpPRsRK3HGtZkbwp4iIlBAtyP2z1bwKLxYKAgABIJBJUVlY6ueVYT49EIkFgYCCuvPJKKBQKeg2pVIq5c+dCKpVShiH3/XDdiGMFeWYJCQmYPn06YmNj8frrryMvL482G+3v70dkZCSCgoLQ29uLnTt3DtkL3AnG0caCxyyk+vv7kZqailtuuQVr1qxxeczSpUvx0Ucf0d/JSye4/vrr0dzcjL1798JqteLmm2/Gbbfdhk2bNo11OE5wR27g/s/n86nbhfik5XI51q5di/DwcPT19UGj0SAgIIBqIomJiQgLC8OXX36JgwcPori4eEKZWD09PXj++efh4+MDrVaLOXPmYGBgAKtXr4ZOp8OFCxcm7FquwMZr/v3vf9O/k2fW0NAAAPDx8QEwuNH4+PhALBbjwIEDo46ZuWLsjfb46OhoLF++HImJiejr60NbWxsaGhpw/PhxvPvuu+js7IRSqcSiRYvod0QiEXx9fcdcHsodJBIJ5HI5hEIhOjs7aZxhpHsQCoVYsWIFZs6ciaCgIDp3Ojo6JpwgI5VKERoaig0bNiAlJQVardZJ0bFarbRB5dmzZ/Hdd9/h2LFjaGlpQW9v75hih6MhEKWlpWHlypVYsmQJHA4HrrzySpSVlWH//v0uz8sVMiOBtHsnViNJyuW62YjQJS0rgoODMXPmTAQHB8PhcKC7uxsmkwlBQUHg8/m4cOEC8vLy4OnpSZN9SfyMrYNnsVgobZytbgH82OqFuOCIsCJdeFkrjyVvEHdfe3s79Ho9rr/+etTX19MGmyEhIbj22mtRWlqK5uZmJyHNkkfYcbDvbTiwx5DmhnfddRcCAwPx4Ycf4sSJE8jPz6dVNm655RZcd9116OjowKFDh9zuBeN1BY5ZSC1btgzLli0b9hixWEw1XS5KSkqwa9cunDp1CtOnTwcA/OMf/8Dy5cvx0ksvITAwcKxDcglXfY2AwQWs1Wpx2WWX4ZZbbkFUVBS8vb0hlUqdiiey0p/kRyQlJeHWW29FbGwsnn/+eVRVVU24D/a5555DZmYmLWE/GhP6UsCdlWM0GmGxWCCRSFBdXY21a9f+ZOM7cOAAdDodbr/9drzwwgu0jtuZM2foGHx9fbFhwwaazKlUKjF79uwR4yqjxeLFi3H33XcjNTUVa9euRX5+/ogtH6RSKSZNmoTLL78cCoUCNTU1aGxsxF//+tcJbxfh4eEBX19fJCUlYf78+XSDZnHhwgUcP34cH330EU6ePDmmZFpgeOvGlfCaMWMGIiMj4XA4YDKZ8PjjjyM7O9vtuccKlUpFa/MRwcRSr125wUwmE+rq6nDu3DlMmjQJe/bswenTp9HV1YUHH3wQ3t7eUKlU8PLyQktLC9RqNaV+k3Oy+4sri5PE1QjxgtDMZTIZVq5cCQ8PD9oZ2dfXF21tbU6CxW63o7CwEOfPn8drr70Gh8OBNWvW4Oqrr8bll1+OkJAQ7Nu3D9u2bUN5eTlNQCZ7FnEfstbUWC2q+fPnIyAgAHl5efjggw8ovd5qtaKpqQkA8NFHH2H79u0IDQ29aNewK1ySmNShQ4fg6+sLjUaD+fPn4+mnn4ZWqwUAHDt2jLa4Jli4cCH4fD5OnDiB1atXDzmf2Wx2ks5c5g7LaCF/ZycQ60KYO3cubrzxRkyePBne3t6QyWROzcCMRiOMRiO6u7uRl5cHjUaDwMBAxMbGwsPDA/7+/oiKioKfnx9qamomvM0D0a6EQiEUCsWEuvuGc6WNZlxtbW3405/+hEOHDsHT0xNhYWH49NNP8cc//pG2bB/tNYZzAbi7fkdHB/Ly8vDiiy+isrKSbhREiyTukZSUFKrpVlZW4sUXX3RbKWOsKC8vx7Zt25CVlYXe3t4RzysQCBAQEIA//OEPiI2NhUQiQX5+Pv70pz9N2JhYLFiwAFlZWcjKyqIC6sMPP8TOnTtx33334R//+Aeam5vR1dWFysrKi6aWc9+5K4WFxLYMBgO+++47HDp0CPX19S7PN5yQYpm5LNhcK6KYcBtiikQiSCQSiMVidHV1wW6348SJE2hsbMSZM2dw+PBhJCQkYOHChZQQsWjRIlitVjz11FPQ6/X0HCRpFgB1e5lMpiG5SGzJJvKceTweTCYTtmzZAo1Gg1mzZuH++++Hr68v8vPzUVpaiqqqKnpv7P6yYMECrF69GgsWLIDRaIRGo6HvWKfTOdXuI/UHiSuSHdtY0NHRgdzcXBw8eBClpaXUNc1auzKZDAEBAUhJSaFKz0jvkT3HSJhwIbV06VKsWbMGERERqKysxMaNG7Fs2TIcO3YMAoEALS0t8PX1dR6EhwfVWFzh2WefxRNPPDHk7+5iT65unsScZs2ahbS0NBp09/DwgNlsxpkzZ+Dn54f8/HwUFhaiv78f1dXVkMvl8PHxQVRUFKZMmYLIyEj4+fkhMzMTp0+fnnAhVVRUhKioKISFhdEg7c/R78hV3EEul2PRokWQyWR0w5DL5cO60sZL93Z1rNVqRW9vL0pLS2ktNfY4EjCvrKxEcnIyXaSenp7DCszR+sb5fD6CgoKQlpYGPp+P5ORkdHV1uWWoBQYGwtvbG5MmTUJGRgb4fD4OHDiA77//HjU1NSM/hHFg/vz5CAkJQXNzM4qKijAwMIAzZ84gNzcXnp6eyMnJoa3TDQbDJRkDF/X19TQhuKqqinoICEJDQxEbGwsfHx/U1dWhtbWVVkzw8PBAcXGxU9yJC24iPok7kTlKKN12u51S/R0OBx3HoUOHUFtbC7FYjKqqKhpDUqlU1L3N5jkRoUTmDFc4cYvFDgwMUJckCR+0trairKwMWq0WEokEixcvRlxcHI4fP45Dhw6hvLzcaV76+vpi+fLlSElJgUqlQn9/P2pra1FfX4+2trYhLjZXsT32f1d0dO73eTweVCoVBgYG0NHRge7ubpddt/v7+9HZ2elU/cUVxktYmnAhde2119Kfk5OTkZKSgqioKBw6dAgLFiwY1zkffvhh3HffffT33t5ehISEOB3j7sEoFAp4eXlBoVDg8ssvR2ZmJoKCgujn/f39aGpqws6dO5GQkID//Oc/+P77753OIRQK4evri7vuuguenp7w8fHB7Nmz8eabb47rfobD+fPnkZaWBmBQeJPKyhOB4SbmSBPI4XBArVbj1ltvhVKpBDBo4VZXV7sMzE4kg87hcNBWDeS6rjrLqlQqKJVKlJWVITExkcaCJoo4QTwAV111FSwWC5KSklBTU+NWSIWHhyM1NRUzZ85EXFwciouL8dFHH+Hrr7++6LFwQeIcc+bMQW9vL3Jycqi1ef78eeh0Onz44YcTcp2xEJOAQUuH5BWRzZRNWE1LS8OKFSsQHx+P48ePo6SkhLbPEIvF6OzsRFtbG6WRuxoTm5dksVhoHNzhcDhVeWCbbRLPSWlpKfh8PlpbW2nslzAF2UoRRMCIRCKaADwwMEDLHJFxCIVCGI1GqrwNDAzQvCsiOGw2G2pra6kVdPvtt2PKlCkICgqCQCBAY2MjPV4ulyMlJQXLly9HUFAQFQRHjx5FQUEBGhsbh7wPNm9ztOQJV54QmUxG3Zx9fX1oaWkZEusym83o6elxSsyeyPV/ySnokZGR8Pb2xoULF7BgwQL4+/sPCRTbbDZ0dna6jWOR8vhjhVAoxLp16/Doo4+Cz+dDq9VSc5i8kK1bt2Lz5s3QaDR44403XGqXNpsNHR0diIuLg0ajgd1ud6KYAhNXtWDmzJkIDQ2lgVY28fLnRnt7O5577jm888478Pb2xsDAANra2i6ppUeeaVRUFHVtaLVaHD161Okd8Pl8LFu2DNdeey0uv/xy8Hg8VFRU4NSpU/jkk0+GJXaM9r3deOONWLRoERwOB8rLy7Fnzx6aKOwKUqkUCxcuxMqVK9HX14ff/OY3l4wAI5VKccMNNyAoKAjx8fGQSqWYPXv2hF/H1bMayX0zd+5cJCQkQC6XY926dfj8889hNpshl8thNBrx2GOP0fc7Y8aMIdebPHky3njjDeTm5ro8v1gshre3N+x2Ozo6OqilQYSSzWaDWq2mgkalUtHkXKPRSAkVaWlpuO2222i+Unt7O5qamiAUCmE2m2nyLymDxIYhxGIxzX/r6+tziokTAclNaj59+jRKS0uh1WpRUFCAZ555BjNnzsSkSZNgMBhw+vRpiMVixMbG4sEHH0RERAS1AIuKivDwww/T/DqRSESVWS7hhFsZ3RVY4hQ5xm63Y/v27bjiiitw1113wWq14i9/+QslapDrZGVlISEhAd999924SqWNhEsupBoaGtDR0YGAgAAAQEZGBo33TJs2DcBgQNxut2PmzJkTck2RSITly5ejsbGRViSOiYmhyW0OhwP9/f04ceIEDh06hNzcXJoAyIVMJoNcLoenpyfS0tKg1WrR09MDuVw+oS9DoVBg7dq1uPrqqxESEkIbtr377rs4ffr0uM/LbiDuTH134E5oT09P3HzzzVAoFDhx4gQOHjyIXbt2TYgA4I6NLBYS03nllVcQHR1NF/prr72GqqoqysTcvXs3enp6aO5NYWEhdu7ciUOHDuH06dNO2p+7a42EpUuXYsaMGbDb7aivr0dtbS26urqGHEdYZg8//DBSUlJQXl6ONWvWoLa2dsKsYi4sFgsOHjyIFStWYPLkyUhISMAbb7yBZ599lsYrLhVGenaHDx9GUFAQYmJiIJFIoFAokJSUhGXLlmH+/PkIDQ2liqrFYkFHRwdycnJgNptx1113YceOHairq3M6JzuvSV1JHo9HC7ICoK58UohVIBBAKpWiu7ubhhxIlf+AgABER0cjNDSUfjcvLw/fffcdbDYbNBoNFWrEKicbMqkmodfr4eHhAalUSmNUAKglQhRk8r/D4YBer6fVW4qKigAMegSeeOIJGAwGNDc3o7+/H7GxsfjnP/+JpqYmtLS04Pjx42htbaUWElnfZI/jshHJOMa69jUaDU6fPo3q6mpce+21eOONN7BlyxZ8+eWXAIBXX30V8fHxtLDu66+/TtmV3Hc1XoxZSPX19Tlpg9XV1Th79iy8vLzg5eWFJ554AmvXroW/vz8qKyvx5z//GdHR0ViyZAkAICEhAUuXLsXvf/97vP3227Barbjzzjtx7bXXThizj5jTa9asweTJk+Hn50eT+vr7+yn19ptvvsHp06fd5qlkZGTAx8eH1h3TaDSUsu7n5zfueIsrkIWi1WohlUphsVhQW1uLkpKSYZMeLwZjGT8p5UK+U1JSggMHDqC2tvaiLKmRruvh4YGQkBCEh4cjPDycaoSrV69GR0cHLBYLpFIpUlJSEBERgfj4eLS1taGqqgrnzp3D+fPn3cZexvrOvv/+ewgEAsyZMwcRERHg8XgIDAxEWFgYOjo6KK1YoVBgwYIFSExMhFqtRlNTE3Q63YgB5YvBwMAAmpqa0NTUhODgYAQEBGDBggU4c+YMioqKUF9fD51ON6HXJKSAkd4/UVQtFgsuXLgAs9mM8PBwZGZmIiAgAOfPn0dFRQVqa2vR2tqKvr4+1NXVISgoCA6HA76+vpBKpQBc1/ITCAROz5asf+KOI7FdtloEcQmq1WpMnToVoaGhmDx5Mq3IDgzGyiZNmoQLFy7Qyg+kzYjFYqHuZGCwoC3ZnMViMQwGg5O7jyVSsEKFjEev1+PcuXPQ6/XQarVYvXo17HY7NBoN9Ho92tra4HA4UFlZiYKCAtTX1ztZLSQGxrWWWOuN/X+kmBQBqdZhMpno3CIJz5MnT8bUqVPh4eGB9vZ2+o7GqgyPhDELqdOnT2PevHn0dxIr+u1vf4t//etfKCwsxCeffILu7m4EBgZi8eLFeOqpp5zcdV988QXuvPNOLFiwgCbzvvHGGxNwOz9SzC0WCy6//HIq5YnW0tnZiZqaGnz77bf49ttvh1CAPTw8IBaLoVKpsGzZMgQHByM0NBRz5swBAFrXrLu7e0I3HJLRTejuJpMJ58+fR2tr64RXxnY37uEmMNGAySLo6+tDa2urU8XniwE30MtaOQqFAjabDX19fbBYLOjq6sLkyZPp2NRqNebPnw+TyQS9Xo9Tp07h7NmzNAmZvYar+x/te/zPf/4DT09PLFiwADExMYiPj4dMJsPUqVNRV1cHLy8vurHce++9NE4hFAoREhKC0tLSIXXqJgoOhwO9vb0oKyuDRCJBV1cXfHx8KFX5zJkzOHjwIIxG46jul7jQSFfavr4+l+/a1cbIhU6nQ3d3N837CQoKQkJCAsLDw1FcXIxDhw7hxIkTKCwspBZTSEgIjR3HxsZCrVZToci9Hom5sAVeWbo1KQHFzi2pVIqgoCBERUXhyiuvRFBQEIKCgmiFdLPZjICAAEyaNAnbtm2DyWSildAdjkEqPbFarFarU/de4lbkEopYwcT+jVhjTU1NNJRAoFKpKKHD398fdrsdOp3OqfEhjzeYA0bIGQ6Hg+4jrKAcDwwGA71OZWUlvL29AQwaG1dffTWkUinq6upQXV094twar/Aas5CaO3fusAPZvXv3iOfw8vK66MRdd5g6dSpuvPFG9PT0UFaXwzGYcLd9+3Y6oT/99FOX3w8MDERSUhLWrl2LjIwMSlPv7++niyMnJ8dtIvN4IRaLMX36dKckQVJ25aeAq3fK/i04OBiXXXYZVq5cCWBQKYmPj3ebMzfajX+kCWuxWHD69GkcP34cCoUCFy5cwJtvvonnn3+exg5+85vfgMfj4ejRo/j++++xadMml1YL2RDGawGTqtlkI/r2229pkz2pVAqz2Yzm5manFAlg0GWybt06PP/88xNeXYKLl156iRYA7erqQllZGdasWYP6+nr87ne/Q25u7qiUntjYWDz++ONYvHgx8vLysGPHDrz88stOxxAm3Uiorq5GU1MTRCIR1q9fj/Xr18PhcKCiogKrVq2ilHAWd9xxB373u9+Bz+fDz8+PCg+W+AAMKo19fX20h5PBYKDlkNj2HeR3MmfWrVuHFStWICsri94LOy9KS0uxf/9+7N27l7rouG3o2UrjbW1tNGZK8pUIyUIul6OrqwtKpZIKIVaA8Xg8hIWFYdq0aZg1axYSEhJoeoXBYIDVakVycjJsNhumTZuGrq4unDhxgnYmIPGv4WjmruY+i+HWBAmP/PDDD8jMzMS0adMwc+ZMzJ8/H++//z6OHz+O9vZ2zJo165J4Cn41tfuIhhUcHIzLL7+cTlTij960aROKioroP1c4cuQIpVwGBwdDoVDAaDSioaEBp06dwlNPPUVrdBGMlfPvDl1dXXj00UexadMmWhds7969l7S/kIeHB+bPn4/58+ejuLgYX3/9tVvXGLGkAOCzzz7D999/j2PHjl2ysbHo7e3Fxo0bqcbY09ODtrY2ZGZmIjY2FsBg7DAtLQ1WqxUfffTRkE1nOIw2JuXh4YHGxkYcOHAAQUFBtI8PcflIJBIEBwdTrXVgYADPPfcc3nvvvVHlVE0U2ID+U089hZkzZ9ICwYQyP5ILubS0FHfffTfOnDmD+Ph4BAQEYNmyZVixYsWY5+Sjjz6KxYsXO9GxLRYL3WRdQSaTURYpt+0EMDQfi81bImWMSFVzIpyIy81gMFAvisFgwLx58yhjjyggpEp7aWkpRCIRzGYzrSBvMBggFAohl8uHKJNsJXZCyCDeGjbmTcoqEebfLbfcgiuuuAL+/v7g8/no6OhAS0sLmpqaYDQasXDhQkRHR+OWW25BamoqrrrqKurmJG5IluJus9noNS6mLBLgvLe99NJLUKlUUCgUePPNN6FUKqHT6SAWi5GUlEQtOBYXuzf+aoQUeRA9PT2orKzE9OnT6csRCoWYOnUqvL290dHRQbPdeTweoqKiEBERAaPRiNDQUHh6esJms0EqlaKkpARdXV2oqqrCv//9b1RVVbltK3CxkMvluPrqq+nEF4vFmDp1Kn744YcJyWdxpSkJhULMnDkTWVlZiI6Ohlwux9GjR1FeXu60EV155ZVIT0+n1Pjg4GDY7XanvDZWKIzXrHdFYyfuEcJiEgqFiIuLo/UWieA0mUyorKzEuXPnRnQ5jNdX3tXVhePHj8NgMGDlypXw8fHBmTNncOTIEQgEAmRkZECr1UKpVEIikVAXZWdn508moADn53/06FF4eHjgsssuw9VXX42KiopR0fGtVitaWlrw3HPPISgoCDabDWVlZUPmPyvgXVGYHQ4Hpk6diqioKEpXLi0thU6nQ2lpqVsiyd69eyGXy3HjjTdi3759TjRrLogLjvwjQon0j2Kp6+QYvV6PsrIyHDlyBKmpqfD09KRpDgaDAVu3bsXZs2epu4t092XnD2sNkU6/pAyTK8FAvktKHpFj5HI5MjMzodFonPI2t23bRinfOTk5eOSRR3DixAls2bKF3ge3qgXb7sOVe3E0qSbcn8l75PF46O7uhsFgoGzCwMBAKJVKBAQEjKpiPfcao8GvTkh1d3ejoqICM2bMcGohPX36dISHh6OxsRGFhYVobm6GQqFARkYGMjIyoNfrIRaLqf9Vr9fj0KFDNAi/b9++Szp+mUyGK6+8EjKZjMaAWPffxcLVxCCulLCwMISHh8PX1xdKpRI9PT1obm6G2WwGn8/HkiVLMGfOHERGRqKrq8upxTZ3AZDaadzFcTFjJv8rlUr4+fkhLS3NKZje29uLzs5O5OXl4ciRI26ZRRc7nt7eXhQXF6Ourg4ajQZqtRo5OTn48ssvaS4dSUIFQKvoT1RJpvGguroaWq0WERERuOWWW7B582Y0NDSMql6g3W7H+++/j+joaAwMDODcuXPDHs8VWOR3tVpNq6Z0dnbi4MGDqKmpQU1NjVNSLEF4eDg6Oztx9uxZzJ8/H9nZ2W4T/QFQVxxXEJH4MnGvEQuDxxusyNDU1IS8vDzk5eUhPT2dVoe3Wq3Yv38/ampqnNpeEEFAhCLXmiOJ96SvE/scWLBkE6JE+/v70/vo7e2lwqizsxMeHh44fvw4HnjgARw/fhybN2+m1ycsYC7DllxjpPjzaMAVVqTNCblnf39/hIWF0ec1XvawO/xqhBQBuzgaGhogl8sRHBwMYJBCfcstt2DJkiV4+umnMX36dGRmZmLKlCnU393a2gqdTofm5ma88sor0Ol0bitBT6T/dWBgAA0NDZQ8IRAIJoTmPtwYrVYrsrOzqSWVkZGB9PR0tLW1IScnB7W1tRCJRAgICIBarYbRaMSOHTvw0EMPoa2tzWmREgEVFBQEvV6Pvr6+UTXyG+kZsp+np6fjqquuQkBAAGbNmgWlUgmj0Yjc3Fy0trZi9+7dOHz4sNtzTQTbiBAU3nrrLbz11ltOn02dOpX2+nE4HHjjjTewf/9+dHd3X/R1LwaEwfroo4/iscceo/Gg0aCvrw9nz551+zn7frgtIchnZ86coW1Wjh8/jtdeew1tbW0AQFu1E/B4PDz33HNIT0+H3W7HBx98gNra2mFrwrE9mCQSCfR6Pd2gSbyGsO+I0mAymdDe3o6+vj7cfvvt2L9/PyUGKZVKSiEnpZBI4V1SYb6vr48mKJP78PDwgMPhoCXCiGAkrD+yZ5D2HsQCMhgMOHr0KC6//HIYjUaUl5dj7969NCFYIpEgOTkZQqGQVlHhNhtlLUgAw6aFDAfW2uFaPuRv7DsPCAhAbGwsVCoV3n//fZdNUF2dcyz41QkposnabDZERETQQpPkgZG4wW233Ya4uDioVCo6WS677DLU19fTxeYqoEsw0QFCgUAAf39/GggdTUfS0WA4YWqxWLBjxw4YjUZcffXVuO6668Dj8fDSSy/h66+/xg8//ICNGzfSxafT6fDyyy+jo6PDiS1066234uzZs+jv78dtt92GNWvW4NSpU9izZw/ef/99l2MCRiegRCIR0tLS8OSTTyIqKop22xWLxbTVxPfff4/t27dfMqr+aPHqq6/immuuwbx582AwGBAZGYn8/PwJvUZGRgZSUlJoS5k//vGPKC0tHfF7xC0kl8sv2jpn84RYy9kdpk+fTpN1s7Ky8Oyzz+LLL7/Ejh07ADgnbL/11lsICQmBSqVCc3MzCgsLR2REEiWSMPskEgkthExq2JENXyqVUter0WhESEgIdu/ejfDwcAgEApSXl2PBggXo7e2lQkYkEtE9BRicv76+vujr66PEBhKH4vF4VFCS6hMymYxu3uQ9kN+J0Hr77bcxa9Ys5Obm4pVXXkF5eTllJBoMBhQWFqK3txe/+93vMGnSJNx6663UZUj2CUKeIJXVzWaz07saK0YiWwCDBKq4uDgYjUbk5+fj0KFDLl24F7Nf/iqEFLsRV1ZWYsuWLbjyyiudcgT4fD56e3shEAhopej+/n7s378fZ8+eRWJiolNAeSRLiWjLEyWsSPUGf39/6hsn7sfRIDY2Fn/84x+xf/9+qNVqtLa2Ys+ePSN+z2g0or6+Htu3b0dtbS0eeughqNVqzJkzBwEBAXA4BvNULly4gMLCQlxxxRWYPHkyvLy8IJVKUVlZiauuugqLFy9GU1MT6uvraYL0cM0aXfnLuRCLxVSr9fX1ha+vL/W35+Xl4dy5czh79iyys7OHVJAeCybqHZaUlNAurXq9HgcOHEB1dfWEnJtAo9EgPj4eCxcuhFarxZo1a9DZ2QmpVIoffvgBNTU1Q7RolvQilUqhVqvh6ek5bguPVZ649RNdITs7G/39/YiIiKCNBvPz8ynxZt26daiqqgKPx0NqairEYjFqa2tx4sQJlJaWjrjBajQauumT6vcikcjJwiIEAxbk75999hnuueceeHl5QaVSYenSpfjmm2+ou5tYSeTeSakysq+Q50AEAqHAs/ObCA82lkSeo81mQ0NDA0pLS6HRaLB69WocPHgQp06dok1QL7vsMiiVSqhUKlqRhrgi2fti8xnZbg7u6muOl1BBzktKSjkcDkqhH895hsOvTki1tLTgyJEjqK6uhsFgoGyi8PBwWs5EIpHA4XDg+PHj2LJlC7KzszFr1iwngoIrU5V7Tdb/OhHxF6PRSOM8JpOJdr8cDQIDA3HTTTdBr9cjOjoaFRUVoxJSwGCc4Pjx4ygqKsKGDRsglUoRHh6OoKAgFBcXw9PTExaLBf39/Vi5ciV0Oh0CAgKgUChQWFhI84UqKyuxY8cOXLhwgTaHdHev5B+PN1gfzGKxQKvVIjg4mLqHAgMDERoaCqVSCZlMRlsP6PV6ZGdnIzs7G/n5+UPiFROVRDgW8Hg8qNVqSKVSDAwMQKfTIS8vb8ITaPv6+sDn8xESEgKxWIwlS5bQXDKDwYDi4mJaEqi1tRW+vr7QarVITEwEADQ1NVF22njhzsXnDgcOHIBer4fRaISfnx8CAwMxefJkms5y3XXXoaioCO3t7bTcVnV1NU6cOIGGhoYRr0GC+MQdZzabae4RG4sCftzESQUKu92Oo0eP4g9/+AOdi1OnTsXOnTthMBjgcDhoVQoihOx2O4xGI1UmSfyHeG2IkCLHchsvsoQH8q+7uxs9PT1ITExEQEAAGhoaUFFRAR5vsIPwFVdcAaVSidbWVtrBG4DTObguPzanjBVYo8Fo11BjYyPtl9XV1eWWpHExa/JXIaS4k9hoNOLll1/G0aNH0dXVBblcjkceeQRRUVFQKpXw8PCATqfDgw8+SJM9ieuBCzIBuNoc+Z0tjX8xgkogECAwMJC61urr63H99deP+vtWqxWdnZ3g8/mIjo52ybJifwd+3GyIMPHy8kJRURHCwsJosHvq1Kng8XiUqs69x5iYGBw+fBgDAwMoKyvDgQMHnM7tbnISASUWi5GSkoK6ujqsWrUKf/3rX2lzw+XLl2Px4sWQy+WUrWQ2m5Gfn48PP/wQNTU1Tq6Fn0M4keuKxWI88sgjSEpKgsFgQF5e3iUpgXT48GF4e3tj6dKliIqKQmZmJoDB5/noo4/SZ9Ta2ooPPvgAN998M2JiYuDj4wO73Y4333wTe/fupTGh8YKsi9EoaocPH6YxHZFIhKysLKxbtw7XXnst3UAzMjLo90l+V3FxsctYFHc+63Q6WueSWEw2mw0ymQze3t50fhO2HxEkwKBluWTJEpqHZTQacezYMSr0DQYDxGIxtaaIu9lsNtM1T1yIrOBnrSWDwUCVF0J2IJYX+afX6xETE4OEhARakDcmJgYajQbJycl0L3j33Xfx+uuv0/shAokQO8hzYGNyJN7Ouu4uZq2wzz44OBidnZ2or6+HWq12UspG2gNGC55jooMrPwF6e3uhVqsB/BiD4locpEU20SRIsh/w48NzlSxLXiRJ+mPh4eEx7r4sI8Hf3x+fffYZ0tPT0dPTg+PHj+Oqq64a9fc9PDygUChgNpvphOUmDRIMZx16enoiOjoaU6ZMwaRJk1BeXo4777wTwcHB1ALl8Xi4cOECTp8+jc8//xyenp4oLi5GVVUVtUaHC5ISrS41NRU33XQTbrjhBrqBkdpqJLufaKskGfuzzz5DWVkZ6uvrhwiB8SwGdo6MF3K5HMuXL8crr7yCXbt24Z133kFJSQnVxCcahEn4yiuvID8/H5MnT3aaK+SeSFFUHo+HhoYGPPjggzh27Bg6Ozsvaf4dATvPSG236OhoGmyPiYmBVqvF8uXLUVFRgebmZqSnp2P27Nmoq6uj5IWR3EJarZYm25MCsMCPXXFtNhuN9QKgyb8DAwPQarXYvHkzkpKS6Nz7z3/+g8cffxwdHR0QCATw9PSk8Wl2jmk0GohEIkqiYGuDkvESS0omkznRztnKEIQIcezYMUyePJneA+m5JZPJEBoaCpPJhLy8POzZswfPPPMMTXMg3iK2nx4RfizpYbxkCi5Y4XPPPfcgIyMDEokEL730Eo4fPz7iuuRa4j09PVCpVG6v919vSTkcQ1tMk02NnTB9fX1uJzv7d64rivXpXioBxY7DZrOhoqICR48eHdN3bTYbjTGMtzumwzHYQrusrAwdHR04ffo0enp6UF9fD09PT2i1WkydOpW68hobG1FWVkYbybHu0pEEBtk4v/nmG1x22WXIycmBVCrFjBkzMGnSJGqhklhda2srTcRua2u76GZ9E4UpU6Zg4cKFWLFiBUQiEU32vpR5UVarFTqdDm+88QY6OjpQUlKCtrY2zJ8/Hx988AF4PB78/f3R2dmJ2267DefPn8fOnTtx7Ngx2tfppwB3MzIajaiqqkJjYyMqKiqgVqshFovx7bffoqenB0ajEf7+/qitraVzaTRxi76+PkqQYFlzRECw5AFyLrI/kIZ9PB4PnZ2dKC8vx1dffYW+vj6IxWKayEs8HEQBIGQM0teM7A9kL2JLFAGgLkjyLAgRgz3mjTfewLx582jVibCwMCrgebzBpqOnTp2iDFY2yZlYtcSCI4r7aGK/7lx0I8HhGKwlOHPmTPj5+Q1LoBkpfDIc/uuFFODeL859EO4ElKuF4MoSuJQCymKxoKCgAHq9Hvn5+cOSDsaL0UwQh2OQYk1K+wCD7cbFYjG8vLxQV1eHEydOoLu7e0g30rFes6OjAydOnMDOnTuxa9cuyOVytLe3Q6fTObX/bmlpQWtrK86ePYu2tjYnITxW68nVgryYdAKlUomIiAjMmjULTU1N6O3tvSQttLmw2Wy0dQWJZ5jNZmzatIk2Z2xvb0dYWBjOnj2LXbt2OdUx/KlBnnFPTw8AuM3TclVAdiSQzZ4tWQWAbtrEmmLjN8Q1RsgTnZ2d6O3tRUNDA/Ly8mi+E0ucYONLxLXIxptczUWWwMClYhPBQgTb3r174XA4oFQqodfrER4eDoVCAYfDgdraWpSWliIvLw+FhYVOIQguSYNcg9w/+X84ph6Px4NSqaRxfPY85HNXaG1tRXd3N/r7+50o+RPpev+vd/e5mxhkAgwHVxvocJuqK0bfaK/1c4FbIwwYXbxouN/dfZf923Ca03ATmLVch7u+u/MM9y5dxeZY7Xg80Gq1SE1NpRUK3nvvPXzxxRfjOtevBdx1whUOEw2FQkEVJhKnIcoTn8+HRqNBV1cXrVBCAvweHh7w8/PDE088AZFIBJFIhLa2NmzcuJEyA0njQ+JKZ9vAk42fXE8mk1G3G8smJMdZLBan8klk32CL0U6bNg3Tpk1DdnY2HnnkESQmJkIoFGLr1q2UTFJSUuJEiSdgW4AMDAzQOBj550ohJ2MUCARITU1FaWnpsAQy7t/T0tIwZ84caLVavPDCC+ju7nZqH8K9DvtdMkdGcvf96oQU8ceyL/BiNOVfuhAaCRMhpLifDaeNcc/hSkgNxzQarUAkf3cldLjfczcWcvzFxqRInyJXPXx+zSDPj7jCxiuALmZ9AoPkB6lUSkkKFosFKpXKiQ3K9nZiXXikoSrLrDWbzZRoQqpIkPiiUCiESqVCZ2enk5AiXR6Iq627u5sKTNYVyN4n202Y/S6hu5PnStiJSqWS1mV0OBy0kSJxc5IagWxMnXV1ctt2kGMJXFmxIwkpQviSy+VO+XoTKaR+Fe4+LriLxdWDHu2icGU5jeX7vySMxkJyh9GY78MJsIuBu/OO5n64LhDuZxPxHgcGBi55dfNfCghtm3127oSTK+HjzrV+MSBuN7Khy+Vyp6RW4uojRW3JXCJCirju2CK1pDwSYfEpFAoqPMxmMzw9PakQMxqNUCgU0Ov1MJlMQ9yNhJ7Oxo8AZ2WNsP6IkOTOeUIwYF135Jw2m426mAnRiM3LYq/pDsMpGcN9l8SMuc0/R1qLY8GvQkhxiQ+jPZ793kjaHPud0V7nl4DRbPCjITlwf3YnvEdzztFYUe40t7EGdkeDi9Xk/5cwGmXh5wBbDYL9nVgmLDPPVRIstzINacHCVnEgHhWLxUKrdrDCgghJV14XNh7kLg7Ogggt1lXK1stkx896ArhWFGupjRSXGi+IdTdaT81Y8V8vpIh7b7gAPht7IC+JnXRcgeUK7jqQ/tKF1lgE0EjHj/Ve3S3G0SgEPxX+X0CNDWNhuI5HmyZrmcAdkYKdi1KplOYs8Xg8yqy0Wq20c3N/fz89L2m74XAM9kki+VPk/vr7+9Hd3U1r5dlsNkooIGMhDSA9PDwgl8upe49UQydjJy4/sv+wMVdubiURnmSvYfcq4qoj7mRWGLIhDlZQsvdE2Izss2PfyXCueu7PI3lMRgoHcJ/FSPjVxaR+brgrl8TNV3IV62J901yhyE4cVoPi3j9hMhFtiyw0Ys6zE4VMZrZ1AykrQ4LGDoeD9tphx0c2d1I8UygUQiQSQSaT0fwSHo9HFxS7OMeKkRbFxboZXW2CDoczS2wsGEvsj3vsRLkgXV13Is5LYiDk3QPOOYmkDQV7fe7zI5YHS8Umx0skEohEIlp7jwgpsibI/GernpNqJGRMxHoaGBigFHFSf49tXkiaWJIOCGSNDAwM0F5WrGBzRcog64CtaOHh4eGUhzZeRYjr6SEY73scTYuW8cLVmEZak+Q5/k/GpH5OsAuS1QK5AmU49yRr0gM/Ti5S+oW1CLlWIivYyM/stdgxEQ2MgMfjURcH+Z1cl9XouNXPiVuB9etznwMrlMe6yMZqDY4FI1nfo/ku6woeqzvMlZU50ndGi0uhf5I4DAvyOxFU5Hm4E+6sNcZVxEjlfO7c5c4brgVCcnTIucnnRGkjn7NsOi6zjr0uy4qTSCROzfzIfGfXH6sMchOlf6nv8mIwGstqOME6Gu8Vwf8LqUsIrqY8VheXwzFY3JX04qmsrBxybq4v2pWQdLdxcIUWACcrjF285Hhu0Jz9n80j4R7D+sd/SdYvV9t35/YYzWJyp/myYC3KsbpBfwlwpaSw9+ROMLlbB642K25vKO6xXOWMa6kTlyGxakjFfK6CR34n32EVQ/a8ZDxsiIBdG+x6YV2Cru7d1e//7bjU6/n/hdQEgmulcF1G7KR0pX2zrjeySKKjoxEYGAibzYaqqir6fXaxs1YOS7Ul/nFWgBEXC4AhAoW1xIh/nXyXtMImAVmuRkrG4WqT51p3rFY6EVbQRFtSI20iruJ45G+jjbe527gmwq1zKUHcc6zrlxUI3PwgcgzrpgOc45Wkky2ZT+7K9xCrnQh4ohQRC4rElsRiMU0sFQgEUKlU0Ov1dH2xa8HhGKTQi0Qip5gN62UglhEpMcWtGEHciexzIefhjn+43wmG87IM9z13GI8rbqIxVg+D03cdv8SVMAJ+qTEp7gbF3byAH/MViO/e1YbIaot2ux1SqRRCoZBm65NjhiNzcONWpJYX2SRYq4p0GiWfse24SdFM4scni5PN52A1TW5/IVfZ9uz/vwQhxdXuXQkQd245d+dklRD2XK6u5Sp29EtdllwlyhWmTZuG3t7eIY0VebzBKuMGgwEajQYajQYmkwmTJk2CUqlEf38/du3aNeYxkSr6gLMQ5SpybD07ls3HxrjInCfzmbjvlEolFUrkOoT67kpwkmuOFmN538PFGocTBlzX/qXGcAob63r9/5jUMAgLC0NERAR8fHxQW1sLu90Ok8mE3t5e1NXVjfl8rGXELVDLblisVeVqI2TdEA6Hg2a6c1lCrNuB615jXRBkcbqKkbGuOGBocFUikeD+++9HXFwc7RpMBJrBYEBtbS2effZZtLe3U98/ca9wx0cIGRMVwJ3IhcZ11XHdTOzfybt05SJ0pZiw8PT0RGpqKjZu3Ijt27dj9+7dtCUD9xxjJWyMB+6IPu4wXC4NeddVVVXUYuauAZPJBKlUipCQEEyfPh033XQTlEolcnJynFrLEMuGGyMlShOrCBGlicSmhEIhJVAQFh+hSBNLjV0fNpsNUqmUsgGJdUSOJ4WOWUWNnI/MZVbR48bT3AkOrgKzevVqxMXFwdvbG1VVVThy5Ai8vLzg6+uL5uZmVFVV0RqZ3PkyFkzEuhmN0jZRitb/nJDSaDTw8fGBRCLBwoULERUVBS8vLzQ2NtLJTLTAH374YcyVg7kuPPbvLAQCAfz8/BAaGkpL/586dYr2jenu7sZ3330HAENyL9jJ7aoEDfs/EVDElce6PNi/ke8IhUJotVq6wOfOnYslS5YgIiICnp6edFESIdXY2IgdO3agoKCAtn9gA+Pkeqx7iB3fWPFTuC5Gs7jIMUKhEHK5HGFhYbSb6nDH+/v7Izk5GXPmzIHBYEBNTQ3a2trQ3d3tsiLAfwPY+S4UCp1quBGBQY4j7L24uDgsWrQIGRkZMBqNaGpqQlhYGD2nO8HJFdzs/CdCg7WiWAufrCNuLT+uNc11+zkcDios2XNy16Gr8Q2H9PR09PX1ob6+HgsWLMCKFSsQGRkJjUaDxsZGBAcHQ61Ww8vLixZYrq+vR0NDA4qKin4yL9Jw1hD7DC7VeP6nhJRAIEB4eDgyMjIQGBiI22+/HWq1mmpOEokEfD4fJpMJtbW1OHfuHOrr60ctqLjBXHeCis/nQyKRYNq0aVi9ejW8vLzQ1dWF5uZmvPDCC4iIiEB5eTlycnJomRdu7ggbP+Ka+2yAl60Rxmp/rPVE6LhyuRxKpRLTp0+HTCaDVqvFSy+9RBc3IVWwTeOio6OxbNkymM1mOlbS0RQYKqRIdWjuMxkLuPc7EW4/V+fnLkD270Rz12g0iIyMxMqVK/H++++jubnZqVUBO1Y+n4+oqCikpKSAz+dj+vTpKCwsRGtrK06ePOn2Hi8lJsJaY+OuJB5E4p1yuZy6wPh8PrRaLSQSCTIyMnDFFVeAx+OhpqYGMpkMcXFxTkKBCxJ7Yt8DEVJkPkqlUuj1eierRiKRUOvearVCJpPRY8g7JqxCcj+sIsetak96VZExsUJqtCkWUqkUN910E5qamrB371688MIL8PPzo5ZdYGAgZs2aRZ+d3W5HU1MTbZFTU1PjstL+SC628caziIJBykmRVjrE2iXrfiwY7Vj+p2JSSUlJmDVrFhYuXIg1a9bQBXL+/Hnk5eXhT3/6E9RqNcxmM5qamiAQCPDII4+MumCoO3o2AKdOoKQf0MaNG3HVVVfBy8sLgHMmPBF0t956Kw4fPkzbkLuLj7jS5FjtkixklUrlFOAl7rfMzEysXbsWcXFxmD59Om03zuMN0tKLiopQXV2NSZMmISQkBN9//z0uXLiABx54AA7HYJfjvXv34u2334bJZHIS1kRz5RItyBhdwdXf3VlRw7nXRgLXTerq/FyNUSQSYe7cuejr68O8efNwzTXXICEhAe+88w6+/vprZGdnDxmzw+FATEwMNmzYgCuvvBJ+fn4wGo3g8Xg4fPgwVq1aNeQeiHJxsUuUq9RcDLjCmvv8XdUtlMlk9O+JiYn48ssvERwcTC33lJQU2oGXzB0uCJGH9G/ixlwlEgkVLHq9nq4J0qjQbDZTSjkbNwIwxC1Jrkeevau4sUQioSWI2ORaosxxnxmBwzGYfHz//ffjiiuuQEhICORyOaRSKfh8Pi5cuIDc3Fy8/vrrSE9PR21tLSorK+Hv749Nmzaho6MDFRUV6Ovrw3333Yfu7m6nMbraH7iu/LHGyng8Hry8vHDPPfdg69atmDp1KlauXImlS5fCbrfj0KFD2LZtG955550xnZfsSf8fk2Lwpz/9CTNmzICXlxeOHDmCL7/8EmVlZWhqakJ/fz+Ki4sRERGBxMRErFu3DjweD2vWrIFAIMCnn3464vmJhs1qfFxmG5/PxxVXXIH77rsP4eHhUKvVTq459lx8Ph/V1dW0LhbXjcguJFeWGztxyUZFcq3I98jib25uxqlTp3DddddBJpOhp6cHHR0dMBgMePHFF1FZWQm9Xk8Xp9FohKenJwIDA3H11VdjypQpGBgYwNdff00FKrlnlgbPBt6H23yFQiEiIyMxadIkeHh4UGYjn8/HuXPnsHLlSprEGRcXh2eeeQY9PT2XxOXA3aQEAgE0Gg3+9Kc/ITY2FjweD9dffz1KSkrQ1NTkdtO46667cNlll8HT0xM2mw1vvfUWTp06hbKyMpdW90TFpEZ7nuG0cAKuNUksHpbBR1xrbP6UUqlEeHg43nzzTYSEhEAsFqO5uRl//etf0dHRQXPs3F2fnI/Ej4h3gTQNJIKCdN4l1o1IJEJvby/V+nm8wa68Tz/9NEwmEwoLC1FVVQUej4fIyEikpKRg3rx5tC8V+y4Jw/btt99GXl4ejXsRQhJXwXQlLGbNmoXf/e53mDZtGgIDAyGTycDj8VBdXY2WlhacPHkSBw8exIULF9DS0gKz2QyTyYSWlhZUVFQgOjoaWVlZMBgM+PLLL/H6669j586dQ6z94d7xaN+/wzHYLFYmkyEiIgLXXnstLr/8csjlcrpvkaRpm81GWZSjVapGe9z/hJCSSCS48sorkZ6ejoiICABARUUFTpw4gQsXLtDioEeOHEFjYyP6+/uRmpqK6Oho+gJGA1fmNPkbm6kuFAqhUCjg6+sLHo+Hrq4udHR0YGBgABEREbScCTBI7qirq6MaEzduMZwVwDLryLi4dciIhWc0GtHV1QWTyQSJRIJz585h7969MBqNOHLkCG2WRxafWCxGSEgIWltb4XA4oFAooNVq4eXl5WT1sb57LsRiMVQqFUJCQpCYmAilUgm73Y7Ozk5oNBqEhIQgIiICHh4etBcSj8dDRkYG0tPTqfYcEhKCoqIiHD161CmXbLRgtXL2d+57BIBJkyZhzpw5SEpKQnJyMkQiEWpqaqDT6VBXVzfEBcO6eEtLS5GSkkI195MnT+LUqVNoaWkZVyWOnwNc8g0BK1S5MdTVq1cjMDAQ/v7+SE1NhUAgQEVFBY4dO4bc3FxassjdHCYKDrEGuXFU7hgIw5SMZWBgwMk9NTAwgJSUFKjVasTHx6OxsRE8Hg+BgYGIiopCcnIyrUZBPAnkWmRelpeXOyXXE6brcBR0djxEUHd1daGqqgp79uxBe3s7qqqqUFZWBoPB4DSXTCYTDAYDOjo6IJVKERAQAC8vL8jlcpeWIPtMxgp2T5HJZJg2bRoWLVqEoKAgun/YbDaUlZUhOjoaISEhSE1NxeHDh53KT00UfvVCSigUwt/fH48++iiioqIgFovpRtze3u5Uvbq5uRnA4OZ57Ngx+Pj4oKKiAsXFxaO61nCJjOxia2xsxLFjxxAXF0e7gZaVlUEgECAgIMBJSGVmZqK2thY1NTUAfhQ8bJ4HG+DlLmq2SgT5O6v1EiFMKimfOXMGkZGR2LNnD1588cUheU1kUZLvyOVyem2RSISwsDAUFBQ4CUO2tiKriZO22GvWrMH69esREBBAtdvIyEjIZDI4HD8ys0hMgWjrxE3C4/Fw6623wmAw4MKFC+P2u48EgUCAWbNm4bHHHgMwqPw0NjaiqqoKfn5+Tqww9tx8Ph9yuRzbt2/HtGnTMGXKFBiNRlRUVKC3t/cnC4ATEMYn6S7LjnUksBRvrpAi3+fGk2688UZMnToVSqWSuutyc3PxxRdfQKfTuXXxkbnDzmcANPbBKhdEyNtsNlrai8S2iLCRSCRQqVTQarXQarXU/c/GlYi3gbUQiTAinXplMhnUajV6e3tplXQ2T4qcz9V7bWlpwbFjx3DdddeBz+ejvr4eu3btwosvvjiiMmy1WlFRUQGbzYYVK1agrq4OdrsdarUaHR0dI767kcCN9Wo0GoSHh+Pyyy/HLbfcgs7OTnR2dlL6/b59+xAYGIiEhATIZDIcOHAAdXV1Q4r9Xix+9UIqOTkZq1atQnh4OEQiESwWC3Q6HbZs2eKyvUJzczNUKhWmT58Om82G/v7+UXdadZVxT4QKO+mrq6uxfft2zJs3D6tXr0ZtbS18fHxw9dVXOwXdASAwMNDJX8stPMkFuT6rVbJCyWKx0IRLDw8P2gW0paUFHR0dOHToED0POZfFYqGaJdFiiQtn3rx59Brh4eF49NFHsXfvXqoFkmA6cedwBaTdbse9994LPp8PnU6H8+fPY9++fcjKyoJYLIZOp8PXX38NuVyOmpoaFBcXo6enBzNnzsTvf/97XH/99eDz+WhpaRkSDB8r3LlLyeJVqVTo6+tDYWEh0tLS6LPp6OjAli1bXJ4DGOzeu2jRItx5552IjIyEXq/HyZMn0dDQQONSruIeY8VwFR9YaLVaqv1+9dVXY+okbLFYKEFBLBaju7sbgPu8PR6Ph1tuuQUbNmzAn//8Z5jNZhQUFCA/Px8VFRVUALi6f6IMAT/Oe9ZqIOtKJpPRa1utVir0BAIBdU339/cjLCwMS5YswTPPPEPdguy5iXDhJuCz9Qi7urqwa9cuJzYm60IfKYYoEomgVqup4ATg0s3Jdb3xeDwUFBTA4XBALpdDIBBg0aJFsFqtkEgk2LRpk5MCeLHQaDT46quvMG3aNMhkMjQ1NeHqq69GcXExVRIcDgeysrIQGxuLgIAAPPfcczh8+DCd0xOFX72Qam9vR0lJCcRiMb777jvU1taivr4en332GW0SxoVYLEZcXBwtyc9aEsOBjQtx3WxkAtlsNrS0tKC3txerV69GfX09bDYburu7UVpaiu3bt2PmzJlITEwEADQ2NtJAMDf25EogcmNTJK+DGx8jm0p/fz8dK2FDsRYQcWXY7T+2KCBuPyKAyNhKSkpw00030dbzhCVFFjj5nYzbaDSiubkZdXV12LFjB44dO4b8/Hz09fXhm2++oWPq7u4GjzfIsrJYLPDz88PChQsRGxsLi8WCxsZGVFZWXpRVQjYo1j3Lxfr167Fo0SIkJSWBx+Ph2WefxYkTJ1BWVjbsBuHn54eHH36YxiB6e3vR1dXlcmMeTVzBHchznT9/PlasWEE7z5K59e677+Lpp59GUlISAgICoFQqcc8998BoNKKoqAgPPfQQYmNj4enpSd9za2srLly4QMdL5pHJZKIKFSEsAEPzqEQiEd3E+PzB/k7btm3D0aNHodPpqLuZdRdy8wHZd+TKlUQ63hIhJpPJ0NfX5xQHJczKBQsWOD13s9mM0tJS6HQ67N+/HzU1Nfjggw/Q2toKnU4Hm82GqVOnQiaTUUtZoVCgvb2dWqPkM1YwstYhOycImYPsKeHh4Vi4cCE++eQT6vJn45nsve/duxcmkwlBQUHYsGEDZDIZIiMjERcXNyoFZbRrQyKRwNfXF5MmTYJUKkV9fT1OnDjh1BiS/COFBnQ6HV566SWXjMOLxa9eSMlkMvj4+IDP56OhoQGnT59GcXEx2tvb3X7Hbrejr68PKpUKFovFrTAbDuxC4C404k7Q6/V0cZtMJrS2tuLs2bMIDQ2lQspoNDolLnKvwT23u/shYHvrEP84dzGxmwTRKtmgsIeHB1QqFTQaDVpbWxEUFITOzk5cuHCBbjyuyiURNxP5+8DAAHp7e/H222/jzJkzqKqqQmNjIwDQnCvWP+7r64uwsDBER0fjsssug1arRWtrKyoqKpCbm4uGhobRvyA3YBUL9m/kvsViMSQSCfXJl5aWOsXLuO9ALBZDqVRCpVJBJpOhra0NtbW1aGtrcxtXGQ9EIhHS0tIwadIkzJw5EzNmzKAum/7+fsTFxUGhUGDhwoVUQAmFQoSEhMBqtUKr1eJPf/oT/P39aZzDarXi4MGDNC566tQpp3GyKRDsvbBxOJVKhcWLF2PSpEmw2Wxoa2vDuXPn0NjY6GQRsd8hggUAde9yY6+stcP9nLVMyKZvt9vh5eWFxMREeo3W1lbU1NRQRt2JEyeg0+nwxhtvoK+vj3adTUtLg0AgoMJQrVYPSaJnS4UN57br6upCYWEhjh8/jkmTJtEcu8svvxzffvvtkOaBLC5cuEAViM7OTvj5+dE1QdqRkDGxgm40c4ocM3v2bMTExCAuLg4qlQrt7e04efIktm/fjvb2dqeya2KxmApb1oKdSIsO+B8QUlqtFgkJCbDb7Whvb0d5eTkKCgqG/Y7VakVLSwu8vb0hlUohl8uh0WgoecEduAt0OM2GLHJWK2lra0NbW5uTNiKXy2mWPbkG+Z97DdbV52rjI1oc67Ljjp8dO0sZJ4uSVJSIiIjApEmT0N3djYGBATQ3N6OhoQEqlQodHR1DNGFW22ZhNBrx2muvOV2fHTefz4ePjw+MRiPi4+MxZ84cJCcnIzg4GL29vWhqakJ+fj5ycnJo2Sh39zUSXGmw7GdEuSAbYWdnJ3UZuyPM+Pv7IzIyEv39/eDz+WhqakJxcTEqKytHDHYrFAoYjcZRBaJFIhGysrJw6623IjAwkG6aZBOJiorC7Nmz0d3dTecAUSb4fD4iIiKwceNGaiWR6iHFxcWIiYmBl5fXkFwu1roHfhQwBMSSW7p0KeLi4mC1WtHQ0ODEWAWGVswn3yWWNJmD7HtlSQ2s4kOsIwLyfZJqIRaL0dLSAq1Wi4qKChw8eBCdnZ10E7bZbHj66achlUqRnJyMefPm0fXX0dEBnU5Hu/mSex8YGKDWFEu0cjWP2traaLpGcHAw/Pz84OXlhblz52Lfvn1Oz4W72et0OkRERCAuLg7d3d2UqBQeHo64uDjU19fTONl43d7p6elYunQp0tLSYDAYcP78eRw8eBDff/89nesKhQIajQbe3t6Uyenh4YHIyEiaF8eNWV4MfvVCysfHB/Hx8ejo6MCJEyec6NHuwGqJGzduxI033oj33nsPL7/88pAy/NzvEXAXLssSYsH6pauqqvDqq69ixowZ9PN169ahsLAQ2dnZQ0oMjcQkAn4s6MolVpDNiQsS/CU5KSTTnt0kLBYL1q1bh3vuuYd+jwSjOzs7qeYKgBJViEuH22touIXE4/Hg6emJTz/9FEeOHEFISAjS0tIQGxuLuXPnoqamBgMDA+js7HSrPIxmoXLdbq40QbvdjlWrViEtLY3G5zo6OpxydrjncDgc2LBhA+69916YTCaazMrj8fDuu+8OOzY+n4+1a9di//79o7IQrVYrzpw5Q6/b398PHo8HqVTqRPt/8803MX36dEyZMgU1NTWQSqUIDAyEl5cXeDweOjs7cfjwYVRUVKC/vx8vvfSSU5yUCDhSLogQaFg3F8n5EYvFmDFjBo2hkPtnW7pwwZYdAgY9IURpY+Ne7JjIuW02GywWCxQKBRUYRKni8XjYt28f6urq0NnZiSeffBKHDh3Cm2++6ZSfSNzTU6ZMwZo1a7B06VK6Jt5//318/vnnaGtrg8lkomxBsjZIaIBYFa5ALC1Cuydx3ieffBJtbW1U+LEgv4tEIixfvhx/+MMfIBaL6TOZMmUKcnNzsWnTJrzzzjtDlImx4J133oHD4UBKSgr+9a9/4cSJEygtLXWK369btw5/+MMfqFUqEAjg7++PG264AaWlpaioqIBOp6MehovFr1pIkWoACQkJyMnJQWVl5bDmNEFfXx8OHDiA6Oho9Pf349SpU/j888+HkBq4cGU9cS0KstDYGBAwGJS/+eabYTAY0NPTA19fXwDAww8/jP379wNwTvYlgoDVIl0FWwHQpEOiJZPvsy4RMn623TZb0ZoIOovFgiVLlkCj0aC+vh7BwcE4fPgwvvrqKxw8eBC9vb1DYhQsPZfEIFi426yVSiWio6MxZcoUJCQk0Hfz4IMPorm5GXq93mmMSqUSarUaSqUSkZGRKC4upqzIkeCOuMAKnbq6OkREREAsFmPVqlWoqKhwYp5xtf158+bBYDDg4MGDmDVrFgDgyy+/xGeffUafv7t3ZrfbsX379lG7muVyOe68806o1Wo0NDSgpaUF06ZNowqN0WhEdnY2vvnmG3z88cc0Prhv3z6oVCqUlpbi6aefRlVVFdra2mhMhzvnWSKD3W53mltkHpIN2mQyYdeuXUhMTMScOXPg6+uLDRs2wGQyITg4GF5eXggODsaBAwfovGTJEgBgMBhcvh/2d/a5EwFHBCmpNCEUCtHV1YX8/HwYjUZs2LCBdtslZAweb5A1Gh4ejtmzZyM5ORmBgYFOlHYyRsLmI983Go10wxaLxU5kFK7rzWQyYdOmTVi9ejUCAgLg6emJbdu2Yffu3fjhhx+wb98+p+96e3vj5ptvRn19PRITE6nQZyvH8Hg8zJo1C3l5edSNOVo4HIOV6G+++WZotVqkpaVBJBJh5cqV2LJlC+rr6+mxYWFh8Pb2pu8d+HFfCgwMxAsvvIDTp08jNzcXW7ZsQWNj47Cs59HgVy2kVCoVPD09oVQq4efn5+SaGA7E3QcA+fn52L17N1paWkYVmHSlCbGfs+QHdoNSKBS44oor4OPjA41GQ7/T0dExKpowd/GycSCWTMGWb+F+xlpoxOpix+1wDOZ4yWQyKJVKKJVKaiHqdDonjZ+10tifR0tCIc/Ez88Per0eu3btgk6nQ1dXFw4ePIienh4olUoEBgZi8eLFdOMQi8X0ex9++CGqqqqcSkANtzBcbYAeHh5QKBSYMWMGQkNDIZVKAQCxsbGorq4eQp8m1sL69evh7e2NxMREShoABtmmK1euRGNjIzo7OxEXFwebzYbvv/8ebW1tToKru7t71C4TDw8PREVF0Rw8Pz8/6qY6ceIEDh06hLNnz6K2thZ+fn6IiopCQkICJQEUFxcjNzeX5sqNNteFjWmybmUylzo6OtDY2Iienh4EBATA29sbAQEBCA4Ohr+/P44dOwYvLy94enpCo9FAJpOhvr4eCQkJUKlUyM3NRVVVFX0u3BgU8KMLms/nUwuHzDMyZ8mYCPmmpaXFSXlkK5+r1WpkZWUhOjqaurMaGxvR3t7uMg+IjIsoYcPFpNh3e/ToUSgUCkyZMgXR0dGwWq1Qq9WIjIxEQUEBrFYrwsLCMGnSJCxevBhdXV2Ijo6GyWRCWVkZ+vv7ERkZiYCAAFrFZvbs2ejr6xuTkCLvTKvVIjMzE5GRkZSF2dXVRRUVsViMzMxMpKam0jg/uScioEtLS9Hf309TDcYbY2XxqxZSJBvcw8MDoaGhTvlHw4G4kACgrq4O58+fH1NdKndaOQFZHKxAEQqFCAoKolR5gtDQUJw/fx719fWjDoKywX+WFkwEE/mc63JjhRSXQEA2S29vb/j6+sLHxwcKhQItLS1obW2FXq93qkbNuiZZC3O0NGlg8P3x+XycOXMG7733HqqqqmAwGOj4goKCMHPmTNx///0AfnRVknwWUk3AarXSShCjAXucUqlEbGwsrrnmGsTGxkIoFKKjowMpKSk4fPgwZTISbVwgEMDX1xf33HMPamtrERwcjKCgIPrusrKykJCQgAsXLqC+vh5z5sxBb28v8vLy0N7e7tJlPBJ4vEFWm5eXF4RCITQaDc2dkUqlOHz4MP7xj3+gvb0dHh4e8Pf3R0ZGBq6//npIJBJUV1ejtrZ21MQTdl64EmZEIBB3W19fHywWC+RyOebOnQuVSoWYmBj4+PggJycHiYmJiImJQVhYGLy8vHD27FksWrQI3t7e1ILR6XQuU0bIGFhFhFShGBgYgNlspv2q2PXDrdZChJxCoUBUVBRmzJgBrVaLgYEB6PV66HQ6dHZ2UjasK4ubZb65A6sInTp1CqGhoUhKSoJYLEZ8fDwCAwMxbdo07NixAyaTCVOmTMGMGTPg7e1NXcZtbW344Ycf0N7ejjlz5iAtLQ0hISFQKBRISkpy+x7dxanIc+no6IC/vz+8vb1hMBiQk5MDhUKBsLAw8HiDRQfmzZuHyZMnw8fHZ8i98/l8bNu2DTweDz09PXQPvVgCxa9aSFVWVqKhoQFms5nSmEezSVosFjQ1NcFut2Pp0qXw8PDA0aNHR3VNLlmAWxiWbNrcYHBbWxtuu+02fP755wgODqbfeeaZZ2Cz2VBUVETPwV6HDX6zAol8zjKdyLWJIGELxrITiYybMKvIBPTy8sKKFSvw17/+Fd7e3mhoaMDTTz+NTZs20YRG4m5hBTEbSGVdliOhoaEBzc3NOHLkCBWC7AYQEBCApKQkqNVqeq+sMHz00Udxxx134ODBg7jrrrvGTI91OByYPHky7rnnHmRmZkIkEuHs2bP47rvv8NZbb8FoNNKqGd7e3qirq6MbHam2D4C6xQgzzNPTE/Hx8QAGN9hTp045MSrHuqiFQiGUSiXkcjlEIhEcDge6urrwyiuvYNasWSguLoZOpwMwWDGjtLQUPT09+Mtf/kKD/kqlctTXI0oUq7ixLk/WNUbK6ojFYqjVatx6661Om/nVV1+NqqoqWu2brVCu1+tx00034U9/+hOeeOIJ/PDDD/S9sJDJZHSukpqTxJVH3GtESJHYFVGAeDwejEYjHA4HIiMjkZmZiWeffRYymQx2u50mlwcFBUEikVCByHpCiOVEUj1cxZ65IGu3v78f7e3t8PT0pF6KyMhIPPjgg3SdElfq0aNH4evri87OTjzzzDMAgOzsbCxcuBDPPvssJBIJzp8/jzNnztBrjGYukWf0zjvvwM/PD0uWLEF4eDj0ej0efPBBJCQkQCAQYM2aNZg9ezYiIyMB/MisJAxkpVKJLVu20Lk2UfhVCykAqKmpwZ49e2C32xEREUFL47uDWq1GREQEFixYAJFIRGvYjQZkUpCJweYcsZ+zpAc2IbC2tnbIBH/11VepgCRChhvDYIUQKwS4goscw7pouJ1KgR9jClKpFOnp6Xj00Uexc+dO5Obm4u9//zs8PT3pRqPRaOj3zWYzjEYj3SjJAiMbNPDjQh7t8yR5Uq7iNu3t7Th//jxycnIwZcoUnD59GlVVVcjMzKSWs1qtxvTp08fkZiTXdjgGC+c+8sgj9B1oNBokJiYiLCwMDz30ECwWC5qbm7FmzRpUVVVBq9UiKCgIYrGY0p9J1YK+vj60trZSOvfkyZPR19eH0tJSGnsaj9ZpsVhQWVmJhIQEvP322wgICEBNTQ3eeecdfPzxx+Dz+ZgyZQqeeuopxMfHU0uDx+Nh/fr1OH/+PKX8jwSWau3qeRECBSlFdNttt+HWW2+Fr6+vUyFRMo9NJpOTa5LUw+PxeFCr1UhPT0d2djZWr16N8PBw/POf/wTwY5yVJKezVGju2iJzjoxbKpVCIpHQ+n8pKSkYGBjA+vXrccMNN9BE5fr6ehQUFODzzz9Hfn4+Ojs7nYgiBHw+nyYHE1YkAfd9snvBwYMHUVJSgn379mHTpk1OhCMej4fi4mLs2bMHZ86cQUZGBt5++2309PQ4xQl7e3vR3NyM5uZmBAUFQafT0VDFWEDW18svvwy9Xo+nn34ab7zxhlMh3dzcXHh7ezsxKcnaLywsxE033TTqeTQW/OqFFKGdX3nllVi/fj2dfO6QmpqKefPmITU1Fdu2bUNBQQHy8vJGdS02vsMF171HwAZiU1NTKWuHwNPTExKJhB7LpeuybgzuxkGIFeyC4rolyPdVKhV8fHwQGhoKHo+HkJAQREdH0/IxEokEU6dOpRXbHQ4HPD09sWjRItTW1sLLywsmkwmff/65k8tQKpU6UXLZ7sCjAZd0wj67pqYmHDlyBM3NzUhISIDD4aDECT5/sBo2scSGuyZXaLIbiUAgoO4igUAArVaLqVOn4v7770d6ejpsNht6e3sRHBwMpVJJUxaIslBWVoaamhrYbDYUFBSgtbUV7e3tNGfPYrGgq6triKtvrL58m82GhoYGvP3221AqlTAYDAgMDMTatWtpF9xp06ZBo9FgYGAA3d3d+P7771FZWYmmpqZREzRcubSIZUHmE7F4rVYrTp48id/97ne0tQWxCogiRZh3rDeAy5iLiYlBd3c3tdyIQCDznSXksG48dsxsF2nCAiTKmk6nw7333ov58+fD39+fjuf06dP45ptvUFxcTGPSrDeEu57JdUfrljcajejr66MuRGBQ6PT09CA4OBgnT57EsWPHkJeXh/r6etTU1NCEWoLY2FjMmDEDMpkMubm5yMvLG3M8ioDEyk6fPo0tW7Zg3bp19O8AEBQU5PRsyTvo6OhAdXU1DUm42ucuBr96IdXd3Y26ujpER0fDbrfj5MmTbieRQCBAZGQkDZL/8MMPyMnJGdIGezi4Oi9Z1KyrjssIEwgE8PLygtFohNlspsIqLCwMnp6eQ87PdV1yBRgrtNxZcsQ9olAoEBwcjPj4eMycORMCgQCJiYlISUmBXq+Hp6cn0tLSaCkgg8FAS+NkZGSgvb0dERERaGtrw+bNm6mmRzRMLu18LBjuOx0dHWhvb0dBQQHS0tIwefJkREZG0jYutbW1yMvLw44dO0ZkZrq7Lnk2REipVCoap7Lb7TAYDJBKpTT+1NnZidraWoSGhkIul6O+vh65ublobGykuVysO9TdfBlpo+Pz+QgKCkJra6tTLbudO3fC09MTwcHBWLhwITZs2ABPT0/q1jt//jyNP3z99dfo7u4et9LAjoWMlyUO2O12FBcXw2AwUMo6yTNjaeysK46lcNvtdkgkEgQGBkIqlVKPgCtrjpyDq5CxAo8dt9lspl1vbTYbrrjiCkRGRjq57BoaGlBSUgKdTufk3mM9Fex7YglHoyWeSKVSaLVa9Pf3QyqVwmQy0RheYWEhysrKUFdXh9raWpfzwcvLC0FBQVAoFMjLy0NJSQm1pMa73srKyvDvf/8bGRkZ8PHxcWoxxFUU+/r6aO7ppRBQwP+AkOrr60NjYyO6u7uxefNm5Ofn09wdLjw9PdHX14e6ujoEBQUhIiICJ0+epDTYkcAuEu4iIq4rVuvijvPjjz9GZmYm5syZg+joaACDnVwJi47roiPCjb0+e24eb7CUEHGlkOKbZBMUiUSYM2cOUlJSEBERgcjISGRkZDgJNZLzwlpg5eXlkMlk8PLygre3N9W48vLyaOFNok2zrbqJO4Scmx3zWMFdsLfccgtmzZqF8PBwep3Nmzdj06ZNtHCwO7h6buR/mUxGq9WzMQJyfGlpKQ4ePIj9+/fj1VdfxaZNm/DNN9/gk08+QUxMDK3e8NVXXw2xoIcbz0iauEwmw2OPPUbbqBALRavVOuWxcM+1bt06JCYmIjQ0dFTtZ0YDrnuLXI9UwZDL5QB+FHBsl1wirMh3AdCSRA6HA5MmTUJzczNSU1NhNBrx8ccfD6F3szFW0pSPdfmRKv9EafL09ER7ezuWLVuGu+66i5JJyDO02Wzo6enB1KlTYbFY8Pe//53G2hyOQbo2cWuzFHCy/gmzbTiQ5xQUFISpU6eiqKgICQkJ8Pb2ho+PD3p7eykr0pWySZCTkwMej4crr7ySCrexWuHceHRLSwv27duHp556CnfffTc0Gg1sNhu8vb0hFoudYnJlZWX49NNP8Z///GeIAJso/OqFFKnJtXTpUrz//vvIysrC9u3b8frrrw851mq1Ij09HatXr6a+6LG0fiAaFNfVwNUi3UEsFmP79u3w8vKiQopQXombjCxAEih2NzFY1wkAKpSAQZeLl5cXkpKS8OCDDyIyMhIKhcKpTiFr/RUUFEAul8NgMOCPf/wjqqqqYLfbERkZiWeeeQbFxcXIyspCamoqTp8+jYceeohaDwCcAtUTCbI5SKVS1NXVISkpCQ6HA729vdBqtTQGNFq4Sh+orq7Gtm3b8Nxzz8Fms6GyshJlZWVYtWoVzp07hy1btuCDDz6AzWbD4sWL8Zvf/AbffvstIiIi8MILL2D//v0oLCx0Oqe7hUw2rpE2GV9fX0yZMgULFy7E0qVL0dbWhrq6OhiNRkRGRiIwMJAKVgAoKSlBbW0tUlJS0N/fTwkIowFXyBFiA/s3lUoFu91OKcekCrlEIsHq1atpzh+xwEmVCJIY/NJLL6GkpARSqRSPPfYYHn/8cdrChBQndkdIcDgc9HNCvycxKiJwSO4SWQ8dHR147bXXkJ6ejpCQEEgkEtqVW6/XY+fOnXj33XdRX1+Pnp4emmfFeivIRk2EILcy+2ggEAjQ0NCAvXv30jJMYWFh8PHxgbe3Nx555BG89957+Oyzz1zSuYOCgrBs2TIsXrwYfD4fUqmUxoYvBkS5/c9//oPt27fT3ElPT0/a5j4rKws8Hg933XUXSktLnd7HRAuqX72QstsHExkvXLiAvLw8NDY2Ijc31+WxM2bMQEREBIxGI7744gvU1taO2ooi1+KCS6LgxljISyWCLCoqCt7e3vT7ERERtMU94ExfZ2NSrCuCPYaNARGtj8/nIyUlBX/84x9pTTeyeZSXl9OWJg6HA+3t7di1axelmpeUlFDBabFY8Nprr6G3t5fm5vj6+iIyMhLnzp1zyjhnxzRWTY89B3suto31zJkzodFo0NLSgurqauzcuROHDx8eUlR3uPOy74T8nJCQgBUrVqCiogLZ2dk0HeDAgQNoa2ujzwMYpOerVCqoVCrw+XxUVFSgsbERBoOBvq+xkEbcgdQQLCsrw/Tp0xEZGQlfX18MDAxArVbTNt9bt25FYGAgDh8+jJycHPj4+NBGlqMFdxysVk9ccyyrkhxDmHFbt26FyWRCRkYGUlNTqdsU+DE+FBMTg8LCQpw+fRoPP/wwjh8/jpaWFlpKir0meYZEmWK7ApDNlU2SJ8KNkDH4fD78/f3h7+8PjUZDy47x+XyYzWY0Njbi448/RnFxsVN1c/ba5PzEbQk4Kzij3aQdDgc6OztRVFSEtrY2FBQUYPLkyUhLS0NCQgJCQkKwfv16JCcnQ6/X44UXXqB1FmNiYpCWlkaLUfN4g40Te3t7ndbJxQgM0sOKCPfu7m5oNBrKoAQG9yedTjck6Xoi8asXUsDgy+rv70djYyPq6uqg0+mg1WrR1dXltABmzpyJ4OBg2Gw2mpcxVn89KzDIeQHnnjeuXiTJr5k6dSqCgoLo3/39/RESEoLAwEA0NjYOIRGwE9LdeLhVKni8wXJDJE5HjiU5IWQBWq1WNDc34+jRoygsLKRVocm5+vr6sHPnTkgkEsTFxcHPzw+ZmZnw9fWFVCp1GYsby0bt7r6EQiHi4uLo/QcEBCA1NRVWqxXV1dXIz8/Hxx9/TKvHj2bhuHuuarUaISEhOHLkCDZv3ozKykp0d3fjwIEDTmNzOBzw9/enCkV9fT1liZHzsv+PhOGEudVqRU9PD52jPj4+1EVUU1MDPp8Po9GIzZs3IyoqCsePH0dOTs6orjsS2LgLuRcS7+MSCEiBWoFAAKVSiZiYGMhkMjQ3N1MhU1NTg/7+fuj1elRXV6OsrMxpjrBkBfa5sM+TWDPkmkSQkM2V2yJGrVbTgr8kl7K5uRmtra04d+4ccnJyYLFYIBaLIRQKh1i3ZH0QYUxcgFx3LncP4L5Ph8NBmxs2NTWhsLAQNTU16OjogMlkQnh4OKKjozFjxgz09fXhyJEjsFgs8Pf3x9SpU5GRkYHw8HBoNBraa4rUr5woYUHuQygUIiUlBUlJSdQyNhqNCAsLQ2lpKW0ceSnwPyGkgMHJPnnyZEyaNAlarRZ1dXX44YcfaO01oVCIWbNmISQkBHK5HI899hhOnz5NE9LGCu7EZF0FLDWcTAKxWIwFCxZg4cKF8PPzczrH3Llz0dfXh+eee86JGcUGqLnXIEKHxJUA5743Z8+exQsvvIAlS5Zg8eLF8PLyglgsRnp6Oo0ldXd3o7y8HIWFhbS8CdGeWe3TbDZjy5YtKC8vh0KhgEqloscRyi+XcTVWkI2RJK2+//77tKL4TTfdBLvdjtOnTyMvLw8HDhyg7tCLxfHjx3Hq1ClotVpK/3VnMavValot5Msvv8SNN94Io9FI28OPZMmxG+9wz6qtrQ35+fkIDg5GV1cX7QuWnZ2NF154AWKxGP7+/ti6devF3r7bsdrtP5ZMIi41NtZE4qZms5mmCgQEBGDu3Ln47LPP4OvrC41Gg6effhrnz593cuWRxGhyLUIXZy0kbj1B4MekeODH6unEk8C2FWHLMpHzbd26FSdOnMD58+ep9UbakRBBR9YOySNkafCsMsad66Od9wMDAzh79iwqKipQVVUFk8mE3/zmN7j++uuhUCjw9ttv0+uQChFsrPjcuXNOLWAmCg6HA35+fti5cyd1m1osFqfk+kuJ/xkhBQAFBQWYNm0arrzySuprBUADp0lJSfDy8kJpaSnuvvtuWk1gtOC6JtiOtOzv3JeqUCgQHh6O9evXu0yqLC4uxqFDh+jmxaWhs640ch32WFIXDRgMZg8MDKCpqQk//PADTSJMSUmh9fH279+P5uZm1NbW4sUXX6SBauLnZ6tok3wg0mrk+PHjaGxsxK233ooHHniACkOz2Uzp3GNpskewdetWhIeHw263IygoCCqVil63vr4ed999N9ra2mA0GlFdXT2qhEoW7jYS8gxJySJXIO996dKlSE1NRWBgIO655x5YrdYhzMyRNhCuBu7umnq9HqtWraKxRpFIhN7eXtpwbqLjfyOBzAf2d4L8/HwUFRXhgw8+gFarhVAoRF9fH3p6emjFdRakHiObQ8iejxsXYxl8rNVOvAZKpZKy56Kjo7Fz505oNBrqdmxubkZPTw+qq6tRWFg4xLVOFEr2GmyqCIn1umIRjvWdA4Oxu71790IoFCIjIwOdnZ00GZrNa3Q4HNi8eTO+++47WipsogUUGRvZx8jzbWpqwoYNG5yq81wq/M8Jqba2Nnh7e2PFihUICwtDdnY2Kisrceutt1KzeWBgAGFhYSguLh6zu4+Ax+MNqWvGfs7mVLFNxlyVbpo8eTKWLl2KEydOuN3E2J/Zc3N99qzmRYqOdnR04NSpU/Dy8kJXVxfOnz+P3t5e9Pf3082AuFSIgGLvlyxim80GqVSKGTNmIDw8HAaDAfX19U4MrrEGmMlxMpkM/v7+kEqltL5bTk4Ojh49SmnohLY8XDLlaK7FBVdQsFYy+ZnP56OkpASJiYnw8/PD1q1bcfLkSfrO3LmB3cUxRtK+HQ6HUwLwWGjPlwrEkmGbXJKkXtI7zGg00mOIdUOSfwnNmSUYkXXEuqvJucmaIs04idAh1hMrVEQiERQKBby9vamAInPFaDTiyJEjqKysdFIAyXMViURU0SOJ0Gazma4ztlvwcArCcDEr7t/IPvTdd9+htbUVV199NQICAuDn5we7fbD48PHjx1FWVoba2lraHmc04O5To4HVakVRUREmT54MsVgMHx8f/PnPf8ahQ4dgMplcVpkYySMw2vH+Twmp0tJSVFdX09pqsbGx0Gg0KC4uxsqVK9Hf30+b6I1nwY/kgyafufs729Ka+NXJy9dqtUPOzcaYuOPg+u3Zv5N/drsdVVVVMBqNkMlk4PEGWzV0dHQ4VYVm4w9EiyMbAlmUNpsNRqMRtbW1NImVEC1YF+R4XX75+fkwGAxQKpXw8PBAVVUVrRjd398/JMlwrHAVMxou3ucKRUVFCAgIQHd3N7799lscOXJkTEJ5vM+GDeD/3GAZpQRsXJRUiHAltMkzIoqQOwIAVzEjLnByXW51cOJODw0NpZXhgcFE/5qaGpSXl6OkpARdXV1ObngybqFQCIPB4FRKiR0zWRNs3GsiYLfbUVRUhObmZqhUKgQFBSEwMBADAwP49ttvsX//fqoQjFVAjcbCY48zm804ePAgYmNjIZFIoFAoMHfuXOTl5Q3pajDR4DkuJlDwM6G3t5cmbI5nQoSGhqKgoID6V4HBl7Ft2zacOHECp0+fxuHDh8c9PlcaM/szd7MWi8UICwvD+++/j5SUFFojrLu7G1u2bEF1dTUqKirw/fffO52bm11PFgx7bnbBct0jJG+KTb5lA9OsQGITgAHQnkpkcZrNZqoBk/YIDodzTgzr8hwvCBWWz+ejv79/SD7KWOcD+1zGYtW4eseEQUbihexGy27crjYIrovov3BZUpCyWKxFS+YhmWtkw3eVZK1Wq2E0Gt0mYHMVPaFQSGOkrAeBrA2xWAyNRoMbbrgBDz74IE1E37ZtG9577z1K7iDCniTTkzmrUqnQ1dVF78FqtVLhRVzrer2e/k68FGSsI2E4pZZgtPNhuHnFxuxYAtRwYOe4XC7HyZMnERUVBZPJhPLyctx1110oKytDd3f3iGPj3gPZF9hyWa7wP2VJEdTX1yMkJGTI34lffbybKLt4uMKCdVUQ1xnLoquursayZcuGaPRccgS7wXHp1eQaZEMkGiH7OVdQkpwVdnMln7PuF64AJJsAeV7ELULiVmSjItYY2bTZ/K6xgoy3vb19zN+dSLgbu7s4mCsrYKTz/5KFFOv2ItRjsmmT2nXk3SsUCpqywNK1CYhCxsZqSXFYYGiRZmDwGbJljohgIC4+Mg8JYYI0FyRMPlKiqaurixIUSGyVJYGQcZpMJipUybogx5JnQc79c767kdYUn8/HAw88AKvVinfffXfUBZfJ2ufz+Th79ixqamrQ1NSErVu34ty5c2NKaRgP/ieFlMPhGDEj/GLPz/2ZG49i/8ZSdgncWWMsWKuHFT7Lly+HTCZDTk4Ourq66OJlWYWsBUaEDAnKcoPP7N8Jk4kIQLL4ybFEy2Tv25VGPBrX6Gie71g+G+05R3ru3GsM5zpxd38jxQV+qYKKjIubG0Xmr8PhoKWOiAuYzTNi8wVZhYgwN1kLlM/nQyKRuNxMyfwjAoLtIM0m2pJzdnR04MKFC8jPz0d4eDi8vb0xefJk3HjjjXjsscec1gM7j8m1gB9bwXDdiaTCBKlDyFazGY1bbbSKy0jnGOlaPB4P27ZtGzbh191YSL7pa6+9BqFQCKPRiPr6elpBfqSxXsxc/p8UUr8EcBl+w22M7At2lTPCgs/nw9vbGxEREZDL5di8eTMlP3A3RrLYuOQQskGwOSbc9gTsedjvkUXsyo0G/OiidHVvPydcPf+LEZzuXISj+S459ud+Nu7GQOagO0ueBUso4MKdW5NlyI7mGZB5B/zItCNWDnFZGwwGlJeX44cffkBYWBgCAgIoMYj1MpDjXVWOYQUZsRrJ9cn9keO44/upMNK1zp8/D8B1dZWRzmm1WnHq1Kkha9tV7Hsi8f9C6hJipJfFUtYJuPEfV0KITBIuIYG4KcrLyxEREYEnnnjCKVeGXWjEAiJ/J4uUdbOwFhIRXOQ44t4gC5qACD/2eyKRyKm753go6D8VXAng8WjD7t79cJbVRAbdxwvWOicWCgvyPrkWMik91N/f79JyZl3dxJpiz+/KxU60d1cgVg5xzxEWoUajgV6vp98jbjuHw4EzZ84gPz8fAoGAVqo3m81Ocxr4sVUNWRfErUmUNXbNEnagRCIZYl3+0jDcvjKWc7hSLkZSwEYT53WH/2riBNHu2Y2X3bxZDYmlQbvT4IAfi7dy65O52lxGc76fA8QKYmuK/ZJAkosvJUZrEZH5MtYq6T81yMZCylWx42UtXO785ObmcYk3XOHAKkHk+2QtEEvD1VoYqxbNPX4k96c7/FJYjf8NYOty/hLwP0WcIAvI1UJ053biwp257m4DAFwXlP0lgNzDWHK8fmq406zGskGNZK24+4y7If7c1os7sFRsh8PhlI/D/kzuh5srxZ3HRJEj84P7OddyJnEj9vzss3IXSxsNXK1P9l2M5jy/tHX3S8cv6XmNZSxjSkt/9tlnMWPGDCiVSvj6+mLVqlUoKytzOsZkMmHDhg3QarVQKBRYu3btkESvuro6XH755bQNwoMPPjiuDZUrONz9Phoh5e4c7vBLiBn8N+OnfHYjbXi/VCHFdQG6U5bIsa4w2vwxd8oYodUPd43xgMfjQSKRYMqUKfD29oZSqYSnpyeSk5MpTZp7vLvz/D9Gh//W/WpMQio7OxsbNmzA8ePHsXfvXlitVixevNiJfXPvvfdi+/bt2Lx5M7Kzs9HU1IQ1a9bQzwcGBnD55ZfDYrHg6NGj+OSTT/Dxxx/jscceG/Pg3flYuZoyN0eFwJ3rgv2dq+mx53SXB/P/GB7uiAJj3XBYdy77b7jjXP1+qUByd8YL4qJmz8Gy67hw5zJj3Xds3IScl1zDFWGA9MMChpJ93D3/0bwXsViMkJAQ3H777Zg+fTpiYmKQlJSEm266yckd7O69/ZIt4P/HxOKiYlJtbW3w9fVFdnY2srKy0NPTAx8fH2zatAlXXXUVgMEqDwkJCTh27BjS09Oxc+dOrFixAk1NTbSQ6ttvv42//OUvaGtrc1kWiIvRJvOyMSrWPcLCHSvJ1XHcR0Vygn7JwdJfIsgm9HNtMq7cwa6aYF4sbrjhBpw7dw4FBQXj+j7JL2PnF8nuZwkubBwW+DEWBWBIQq2rEkPcxFpWKBDSC7eqA3vcaEGeud1ux7333ot7772XJmazQicqKop6X4a7hsPh+EW623+puNSVIcYClvx1SWNSpCy8l5cXgMHOrFarFQsXLqTHxMfHIzQ0lAqpY8eOITk5mQooAFiyZAnuuOMOFBcXY8qUKUOuQyptE3ALv7LBXnfgWlxskUYAtJjj8uXLMX36dPT392Pr1q3Izc3FhQsXnM7FXTgT5frj8Xh47LHHEBwcTCmu27dvx9mzZ1FbW3vR5/+lwB1bjrzDsbp2xhObupTw9fXFn//8ZyQnJ+PQoUPw8PBAXl7emM/DJsUSy50IGTJ/ifBgGZRk8ZPP2IrkbEIqiUPZ7XbIZDLMnj0bWq0WJ0+eRE1NDRwOh9MYyCY3nrnOCqgNGzYgLS0Nvb298PLyouOrrq7G/fffj66urlGf93/R7S4SiRAQEABvb2/4+vrCarVi//79v9rnMG4hZbfbcc899yAzMxNJSUkAgJaWFtqemYWfnx9aWlroMayAIp+Tz1zh2WefxRNPPDHimLjMpOHAaosqlQoLFy7E7NmzMWfOHEyaNAkGgwHZ2dlQqVQ0a56ALFr2/4sF8dFnZGQgJiYGPB4PtbW1UCqVLn30PyWio6Ph5eUFpVIJkUiEI0eO0Hp544E7AUWKgAYGBsJiscBsNsNgMKCtrY0e4+5ZuyJDTAT9dTyQSqXIyMgYcz8yLtgUBe6YWTe1q+fCCnxWKHHnq4eHB1JTU5GUlISYmBiUlZXR8j5s0jexvC7GzSYUChEfH49Zs2YhMjISEonEqQ6kSCRCUFAQFAoFent7f9HEn58CERERNKl4zpw5+Prrr2EwGCAWi5GYmIiMjAz4+/tDp9Ph6NGjI1Z+GE4B/CVj3EJqw4YNKCoqwpEjRyZyPC7x8MMP47777qO/9/b2DilrxAom8rOreBL5HBisrC0SiRAVFYXHH38cERERNAdEJBLRwqtarRb9/f0uY1+uFv54wOMN1sbSarXw8fGB2WxGRUUFmpubL2l1jOEgEAigUCiwdOlSJCUlISwsDGq1GnfccQdqampgMBjG3BKDwFWMwsfHB9HR0Zg9ezZ6e3vR1dWF5uZmnDp1Cr29vdRiAECTjEm+FgF5D319fU4b7HDjmGihJRAIoNVqsW/fPpw5cwZ1dXXjOo9QKKSutpG8BNwEadadSTZ7sj5YBU0qleK6667D6tWrodPpsHv3blpMlVvkdWBggManxgIyHqlUiiuuuAJxcXFUGLFMQj8/Pzz66KM4duwYjEbjqITUT209eHh4QCaTQa/XX/Jrz507l679559/HgcOHIDBYIBUKkViYiLWr18PX19flJSU4KOPPkJNTc1PEnpwF1O+VBiXkLrzzjuxY8cOHD58GMHBwfTv/v7+sFgs6O7udrKmdDod/P396TEnT550Oh/xP5NjuBCLxU79Wwi4AVSWfkuS/MgmRILQ7LEbN27E5MmTERYWhvDwcPB4PJqBLhAI8OKLL+LVV1/Fpk2bnAQScbewHT8vtnCq3W5HR0cHjh49Sgtm/uMf/0Bpaem4BcHFQCwWIyIiAp999hkSExNpyRdgcMGQNhkHDx6ckOvddtttWLRoEWbMmEHdP8Dgc2lsbMRVV12FqKgoXHPNNdBoNDh16hTCw8ORmpqK6Oho+q6NRiMqKipw/fXXo6Wl5WfRxvl8Pi1gWlZWNm4lg60ZR+KqxP1G5jO7KbEEB1cWGJucKhQK4eHhgbVr1yIkJAQVFRV49913afdXAplMBrPZ7FQHcjwg1pzJZIKvry9UKhV1Rep0OpjNZly4cAF//vOfceHChSF5a+4ITj+lu08sFiMpKQl///vfcdVVV9FWKRMJkkRvNpvxxz/+EWazGUeOHEFWVhbdJ9vb22lh3I0bNyIjIwN33303Nm7ceMnr6P0cGJOQcjgcuOuuu/DNN9/g0KFDiIiIcPp82rRpEAqF2L9/P9auXQsAKCsrQ11dHTIyMgAAGRkZeOaZZ9Da2krbEO/duxcqlQqJiYkTcU9O4wWcS4A4HA6oVCrceuut8Pf3h4+PD0JCQpyCzcCPeSOrV69GQEAA/vnPf6KwsHBIbgpbGdwdlEolvL290dHRQTV8LkQiEVJTU5Geno7g4GBYrVbceeedePjhhy95UzEuHn/8cWo1xcfHD6kWP3PmTOzfvx9nzpwZ1/lZ65ZsMlOnTsWkSZMgkUjoZ8Dg8/Xz88OHH34IsVhMm+YlJCRAJBJBJpPRfkTEMoiMjMR9992Hr776aohC5G4sEw0PDw+88sorePPNN7F58+ZxnYPH+7ECCBsfAn50BbKbNLF8SOURonCxllhkZCT6+/uh1Wrx7LPPIj4+HgUFBdi1axfq6+upBUW+Q3p0kTGMFURgrlu3Drfffjv8/f2hVqupO/uWW27BggUL0NzcjLKyMlRVVdH6kCzGeu2oqCjMnTsXl19+Od577z3IZDIoFApoNBokJyfjhx9+oK7+uro6xMTEQKFQQK/X4/PPP4dMJkNsbCzi4+ORnJyMJ598EpmZmVi+fDlSUlIuGQnBx8cHKSkpeOKJJ6BWq3Ho0CHk5OSgvr6e7j1qtRrLly/H7bffDh8fH9TV1aGhoeEns6IcDge8vLxw66234rPPPqOtfS4VxiSkNmzYgE2bNuG7776DUqmkMSS1Wg2pVAq1Wo3f/e53uO++++Dl5QWVSoW77roLGRkZSE9PBwAsXrwYiYmJuPHGG/HCCy+gpaUFjz76KDZs2ODSWhoOI8WdXE10qVSKwMBALFmyBAqFAn5+frBardi5cycWLFhALSKFQgEej4fAwEDMmDEDq1atQklJyYjUX1fQarVITU3FqVOnaMFNLsRiMaZMmQJfX19IpVIYDAZUVVX9pJaAWCzGokWLsHDhQkrekMlkMJlMdOPj8QbbpKenp6O3txednZ3Yvn27EztOKpUO6aY6EiorK+lGTFIUqqqqUFVVhVWrViEpKYlueB4eHlCr1U6KB1u6SSaTITIykjJAJxoeHh5ISEhAd3c3enp6hhB5iGUdExNDSUXjAcvAY2OgRIAT4cw+Bxbkd7IWu7u7sWLFCojFYnh6eiIhIQF9fX0oKChAbm4u3QhZd+F4Nz4yVrlcDj6fj4iICEybNo1ayXV1dcjNzcXx48fhcDjQ2dkJnU7nsmDpWMDj8aDRaDB//nwsWbIEWVlZ0Ov1EIvFkEqlUCqVtK4lGZ9Op0NwcDDtGq1QKCAWixEcHIyQkBAEBgZCIpFAJpPBYrFg+/btl8S7wefzkZSUhNWrV0MqlWLXrl04evQoSkpKKHEsODgYkyZNQlZWFpKTk2GxWFBfX4+TJ09e8r2CzIsZM2Zg7ty5WLRoEQ4dOgSbzQa9Xj+mqi1jscrHJKT+9a9/ARj0lbL46KOPcNNNNwEAXn31VfD5fKxduxZmsxlLlizBP//5T3qsQCDAjh07cMcddyAjIwNyuRy//e1v8eSTT45lKAB+FFJEix5J+xIIBFCr1YiIiEBaWhotz19dXY0333wTgYGB1K2VkJBAN+bAwEAsX74cL7/88pj6xBB4enoiNjYW586dcytYxWIxZsyYAalUCh6Ph/7+fuzfv/+SUKPdQSaT4YYbbkBcXBwVAq2trbBYLDT+I5FIoFQqsXr1aixduhQVFRXIzc1Fd3c3HI7BPjoqlYp2YXUFNk5E3tHu3btpteqYmBj09vZiz5492Lt3L+bPn0/HQ+Ii7ObM1lMjlgS3OoI7jNVdRDa2FStWoKysDMXFxUOEFBG2ZrP5ojYOViCxzfgIxGKxS/cOeb6kjl1kZCQmTZqE6upq3HTTTQgNDYXD4UBRURFyc3Oxd+9e5OXlDRkrKxjJeUcD1tqLjY2FUCiEv78/9VaYTCbk5eVh+/btsNvtOH78uNM1xwJX7r/Q0FCsXr0aaWlptI8U99xhYWFuz7lo0SL6M+koHBgYCIFAgPLycmzfvv2S1J8UCASYPn061q1bh48++gjvvvsuGhoaKGlLIpEgJSUFixcvRmZmJgYGBtDf34+WlpaL6n83WhCP1LJly/Dwww/DYDAgNTUVDocD9fX1aG1tvSTXHbO7byRIJBK89dZbeOutt9weExYWhh9++GEsl3YJ0psIcF2HDPgxZ8RqtSI8PBxarRYajQZCoRAOhwOlpaXIzc2liclKpRKzZs3Cli1bKLOmpqYGd955J0wmk1PDwNGisLAQ58+fH1bTEAqFSExMpMSA8PBw5OTkIDY2FvX19WN8MuNDX18fXn31VXh4eCAuLg4GgwHXXHMNnn76aWRnZ2Pv3r1YuXIl/va3v8HLywsSiQRJSUnIysqCQqGA2WzGZ599BrFYPGZ3SF5eHp1fCxYsAI/Hg6enJ8LDw/Hll1/i6quvhpeXl1P9sZ6eHhiNRgQHB1Prhc/n09bko7Hkxqq1q1QqJCQk4M9//jOOHTuGL774YkjVlf7+fhw8eBBKpfKiel+xBU1tNtsQ4UxamhM2HlFoRCIRwsLC8MILL+DZZ5/FtddeizvuuAN8Ph9GoxHV1dU4evQoHnjgARpvcrXZszEwloI+GjgcDnh7eyMnJ8epIjmfz8eOHTuwadMm7Ny504nEMRHg8/kIDg5GcHAwNBrNuM7BKi4CgQAajQbHjx9HfX09cnNzsX379gkZKxcikYi+x7KyMrS0tDixipcvX460tDQkJiYiNjYWn3/+OT7++OOfhLxGuitYrVYaMxMIBHj55Zexc+dOfPvtt/j6668viTX3X127byQ6LLFaiGl+5513YvLkyfD394fD4UB2djba2trQ2dmJoqIiWCwWLFy4EEuWLMHHH3+MtWvXUjfm/PnzUVhYOC73B+lPMxwsFgvOnDmDgIAAeHl5wWq1oqCg4CctEGuz2XDu3Dn87W9/g1AohMlkQlNTEzZu3Ij+/n4YjUZkZ2cjJycHhw8fxqlTpzB9+nRs3LiRWn/r169HeXk5PvvsM7e5Qa7emysruLe3FzU1NWhsbMSZM2cQFRUFhUKBTz75BImJiaivr8f58+dRU1ODdevWIT09HVFRUTCbzfj6669RUVExoew+sViMVatW4cEHH4Rer8crr7ziMi4nl8sxZ84clJeXX1Tsgl3wRABzyUEAaJ7TU089hePHj0Oj0WDSpEmIj4/HSy+9hDNnzuDee+9FWFgYCgoKUFVVhfr6ephMJqfkXpayTliBRDASITXcs2LdjgkJCVi4cCF0Oh1VLtrb2/HAAw+gtrYW9fX1LivBsO9ruDQCAu77s9lsyM7Oxs6dOzEwMICkpCTU1NTAZDLh7NmzOHPmDDZs2IAjR46go6MDAwMDNAWGMPbS09MRGRkJk8kEm81GmcT+/v5ISkrCzJkz0dzcPKFFiUUiET788EPI5XJ8+umn+PbbbynhxsPDA4GBgZg1axYyMzPh7e2N9957D2+//TZqa2sveSzK4XBAIpFg6dKlWLduHXQ6Hd566y3Mnj0bSUlJmDVrFsLDw5GVlYWHHnoIvb29IyodrtIm3OG/WkgRDLfRkDiFj48PBgYGIJPJqObd2tqK/Px82l2SBKrb2tpw+PBhLFmyhPqyY2NjL2rDGemFmM1m5OfnIyQkBAkJCZBIJMjJyflJ3X0OhwMGgwEXLlyg2rvdbqeWHJ/PR319Pb788kucP38era2tmDZtGkJDQ9HU1ISGhgacOnUKDQ0N6OjouOjxDAwMoK+vD2fOnIFer0doaChUKhX27t2LkpISdHZ2orW1FQKBAL6+vlAqlfQ+/P39IZPJ3KYhjAdxcXFITk5GUFAQvvvuO5SXl7tNPCWsPOJ2HE+chZvuwHW9sQKFuPcWLlyI2tpanD17lpICCgoKUF5eDi8vL9TV1aGzsxN9fX1OwoAVUtx6fyxDdiTF0OFwYMGCBUhPT0dGRgYkEgltktfc3IySkhInC4FcRyaTISAgAPPmzUNubi4SEhIgk8mwbdu2MbMj9Xo9du/ejc7OTiQnJ9P1XV1djerqavB4PJSWllISE4ldmkwm6gb19fWFRCJBUFAQbrjhBmqxyuVy+Pr6TijlWiQSYfbs2Zg8eTJ0Oh10Oh3a29tht9uhUqng5+eHqVOnYsaMGQCA4uJilJSUoLa29pIwDFk4HA5ERkZi+vTpWL58OSoqKlBYWIjGxkZIpVJER0dDqVTS5OJLUR7uv15IuVv8ZGGRvAZ/f390dHSgp6fHyTVUXl6OAwcOABgkOAwMDKC5uRmVlZU0V4PP50Oj0TgJKVe9oC4GVqsVxcXFCAsLg5eXF/z9/XHmzJmfhX7uTjDa7XZ0d3fjP//5DwAgMDAQQUFB1CW6Z88evPvuu6O6xkgWDgCaEpCXl4eysjJ4eXlBLpejuLiY9gVSq9WYN28epk2bBm9vb3re+Ph4FBcXo6mpaUjMaLyIj49HSEgITCYTtmzZgq6uLpfzz2q1oqamBkKhEGq1Gp6enmOqouAKrJAgv5M5LpVK4e3tDbvdjqSkJJSUlGDz5s1obGzE0aNHac8ktgGhK8HJdptlr8te31WeFCvQtFotrrrqKmRmZiI8PBweHh6wWCxoamrC+fPnYTAYoNfr6bwmaysgIABTp07Fww8/jFdffRUrV66Ep6cnzp0755awNBwOHTqEkpIShIeHo7CwkFqNwOAmPxzIfhAdHY158+bhuuuuo+EE0jl4IiEWizF79mzqHmb3FiKgli5dioiICOTm5uLw4cNoaGiA2Wz+Sej3kyZNwnXXXYfMzEysW7cOpaWlAAZd31deeSVkMhl4PB4V8qPBJSNO/NLALlTgR/ceG0SPiIhAcnIycnJycNVVVyE+Pp76x9euXYvS0lLs2bOH5k3NmzcP0dHReOSRRwAMln6qqanBrl276OY9kjY53nuxWCw0OVUsFiM+Ph6HDh2a0OtMJPr7+3Hs2DH87ne/Q35+PrKzs8d9LnfWBrEUent7hwiboKAgTJ06FXfccQfkcjm1mqVSKY4cOYLLLrsMs2bNwuOPP+50HVfXHg2am5vR3d2NgYEB7Nixw+1xbW1t2LhxI7766itcc801EAqFePvtt0d1DVcg881ut0MkEjm12uDz+ViwYAE2bNiAhQsX4r777sO+fftgMBiwb98+CIVCJ4WN5A+ytfrIenFFQBqLFahQKPDGG29QNhy5zoEDB7B//34cPHgQtbW19J2SeM9zzz2HiIgIeHt7w8fHB8899xwAoKurCw899BDuv/9+tLe3O8WgR4LdbkdzczOam5vH8qidkJSUhHnz5tFr9vb2orS0FJ999tmEuuGtVivOnj0Ls9kMpVJJ80UJ43f9+vVYunQpXnvtNWRnZ+PcuXNoaGiYsOuPBI1Gg/DwcABAcnIydDodysrKUFBQQOP2JMF4PMneI+G/WkgRsDk1BGRhBQQEYMmSJXjssccQEhICu92OpqYmrFq1CtHR0bhw4QLVjBISEuDj4wMeb7CwpoeHB44cOYKdO3di8+bNsFgsThvGRFpTRKMMCwuDRqOBVqvFvffei02bNl1yk348uPvuu/Hb3/4Wfn5+tKyUxWIZVfkqV3AVk+JWjGA19rCwMCxatAjLly9HfHw8JBKJU2L1X/7yF9TX16OmpgZ/+MMf8Mknn4x7YyG0+9WrV9NUitF8B/ixwvh4r8u680g9R3bO2e12NDQ04OjRo5g1axbS09ORlpYGT09PWCwWnDx5EgcPHqT5YiSuxVpV7LMnQtBVjMgdHA4HkpOTsXr1asydOxcikQhCoRBWqxW5ubn4+uuvkZ+fj8rKSicFMiAgAB9//DFiYmIglUqpi5SMS6PRYPHixfjXv/6FV155BdnZ2ROuHA6HmpoaFBQUYN26dQCAnTt34j//+Y8TmWEiYLPZUFpaCrPZjKioKMyfPx88Hg+//e1vsXLlSkyZMgUHDx5Ec3MzWlpa3JaPuxQgIZDe3l60tbWhuroa119/PRYvXoy+vj4olUrk5OTgyJEj2Lt374R5LVj8KoSUK02PLD6NRoO4uDhERETAw8MDDQ0NOHbsGKqqqtDd3e004XJzc6FWq6HRaKgwCg8PR0xMjFvXzkTBw8MDYWFh0Gq1kEql0Ov12Lx58y8qg1wulyMrKwuenp6YP38+EhISIBaL8eWXX6KwsHDc1b5dgVhFhHbb3NwMf39/6nIjuUpEQHHjhX5+fjR7v6enx6k46lg3OsIYi42NpeddsmQJcnNzXcZLxGIxJk+eDGBwHo41/499Biy4AoUoSc3NzThy5AgiIiJQUlKC+Ph4REdHQ6VSQaPRQCKR0HlFyh6RZ0AKzBJFjU0edieouOOSy+WIjIxEVlYWlEolBAIBWlpaUFxcjC+++AJnzpyBTqejlptYLEZaWhoWLFgAPz8/KBQKpzbvrGdEIpGgs7PzZ+kwHRQUhISEBHrvRqORtoqfSAr6wMAAdDodPvroI8THx0OlUuFvf/sbZs6cSZOMZTIZfVc/dRWV5uZmFBUVISMjA5mZmUhOTkZ4eDhMJhOEQiFKS0uxf/9+lJaWXnRlElf4VQgpV2C1ULZ/TktLC81Xam1tddJKjxw5gvj4eGq22mw2BAUFISYmZkgQe6JfBAn+E42yv78fO3fu/FkWp0KhoBotSejV6/WQy+VYv349fSY8Hg/V1dX49ttvceLEiQl3QWi1WkRHR2Pp0qU4d+4cEhMTsXDhQkydOhU6nY5WnABAc0ZIPUFfX1/4+PhAKBSisbERYrHYqXoCwWhYRgKBABEREQgKCoJKpYLNZsOKFStw4cIF8Pl8auHo9XrqkouKioLBYMDAwMBFFwh2lafEupzb29tx+vRp8Hg8dHd3U1o+KQw8depUyho9fPgwrUNJ3N5EISAbINdtPtJc12q1iIqKQlJSEgQCAXWL7d69G5s3bx7SAVgsFiMrKws333wzrcno6hpEeJ44cQKtra0/qRUFALGxsZg5cyZ97t7e3ggJCYFSqRxT/GUkOBwOdHV14aOPPqKJuo899hiam5uph8DT0xNCoRBSqRQymWxcyut4n199fT1Onz6N5cuXIzk5mcZYjUYj/Pz80NfXh9bWVieFfyLf1X+1kCILjbjfuODz+dizZw8qKipw4sQJWK1WSqJwpQmFhYVRzTQiIgJdXV04cuQI9uzZ41RaiT0/MP6sfBYDAwNobGyETqdDYGAgwsLC8NFHHyErKws1NTU/KYFizpw5UKvVEAgECA0NRWZmJr755hucOXOGJkY6HA6UlZXhhhtuwPLlyymteLQYaRLz+XxcffXVeOGFF6DX69HQ0ACxWAyNRgOz2QytVut0jsbGRhw6dAhHjx5FbW0t3nzzTfj5+UEmkyE1NRVBQUGwWCxOrDYyjpHen0AgwKRJk2hJJqvViri4OMyYMQNCoRBBQUFoaWnB1q1b0dvbi/7+fuzbtw++vr40EXq8YFtrsEKDtaoGBgag1+tpwP/MmTN49913kZSUBJPJhMWLF2P58uVUaLP3RfJdWNc1sTpZ15yrPClyfVJFnbDkvvnmGxw5cgR5eXlDmIJisRh2ux1isZjGoFh3PVtzk/wtJycHLS0tl0Q5HA6BgYGIjY2lv1955ZUIDQ3FkSNH0N7ePuGeldbWVmi1Wkqyee+99zBjxgxkZWWhubkZer0eYWFhkEgkP2msuq6uDgcPHsTSpUvx73//G1FRUQgPD8e2bdvw5ptvYu3atfD398ftt99+Sa7/Xy2kWHcEu8jIAiY+8qysLFoQ9tixY0OC2ETzveOOOxAWFgapVAq73Y7bbrsNRUVFaGtrG7JBTLTZbbFYUFpaiquvvpq6r4hb7cCBA6ioqJiwa7mDVCrFNddcgyVLliAuLo661Ug1DDYv5O9//zvef/99CAQCvPXWW2Py049mo1GpVNRK4vP5CA0NdbKIBwYGYLFY0NnZidzcXNhsNuzYsQPZ2dkYGBjAddddhwceeAArVqyAr68vLrvsMvT39w9xz4200UgkElpxRKVSobW1FU1NTcjMzERqairdvAcGBvC3v/0NZrMZdrsdnp6eUCgUqKioQHt7O9RqNXp7e8e8sbECVCQS0eRaLlmIPZashaKiIjgcDmRkZEClUiEyMhJz586lgtxqtUIkEg2JUbFV09mWHeRv3Pe3b98+KJVKZGZmIiQkBKdPn8aJEydoTyoCX19ffPDBB/Dx8YG/vz9MJhPOnz+Pv/71r/Dz80NSUhKmTZuG9PR0SCQS+l2tVoumpqaf1PV9++23U8o3EY6VlZU4ffo0GhsbL0luUmRkJKZOnYrk5GScOHECRqMRb7zxBh5++GFMnToVf/7zn5GTk4Nvv/12wq89HEjppQ0bNsBgMCA2NhazZs3C888/D7lcTpXrS4X/aiHFwlWAPTMzE7NmzaIlUA4cOIDjx4+jqanJ6bsSiQRTpkyh/nHCJmtubkZ7e7vTxnapNDlSc87HxwdyuRxWqxVNTU2orKxEd3f3Jbkmi4yMDKxatQoBAQGYMmUKLQRKwLb0Bn60QLq6ui5J2wK1Wk0z70NCQiAWi+FwONDX14evv/4aFosFzc3NlBwBDNb/6+/vh8PhQHt7O4xGI9Xevb29ackpLoZ7pxqNBklJSYiOjqbfDwgIoH3T2tra0NDQgLq6Olr6x8PDAz4+PpBIJAgJCUFycjImTZqEU6dOXZRFzK0MIRaLnYrOcluWkM+Kioqwb98+WuuNVa64HX6BocKOVQZdPTej0Qir1UqtpGXLliEiIgJlZWX49NNPnVzvAwMDCA4Ohkwmg06nw9tvv41z586hsrISOp0OCoUC06dPp9czGAxU8P+UOHfuHObNm0d/t9lsKCwsRG5u7iVxwfN4PHR1dUGtViMlJQWVlZU4efIkSktL0dvbS+sOZmRkgM/nw2Aw4NixY2OaT+O1RB2OwcRu0teNKDx+fn6wWCw4deoUdu7c6XQvE4lflZDiuuRCQ0PphsLj8VBfX4/m5uYhrj6BQEBdIaQsSXV1NY0p/BQQCAQICAigAW5iWZWWll7yKuhqtRqZmZn44x//iPr6egQEBMBsNqO2tpYKeJvNBpPJhJaWFgQEBCAiIgKZmZkoLS1FUVHRhAdzPTw80NLSgqNHjyIjIwMKhQISiQS9vb34+uuvYTQaUVNTg7q6OqdK9CTOEh0dDU9PT9jtdpon5E5ADSdgRSIR5HI5Wlpa0NHRQRlo+fn5sFqtqKurQ0lJCc6dO4eYmBgIhUJanDggIICWdvLx8RmX249VvLixHbZsEfCjVcU9tqWlBSUlJQAwpFwUafnBbQvPuhJHM0a9Xo/KykoYDAZkZWVh8uTJOH/+PE6ePIm6ujoqyKqqqpCcnAyDwYDi4mJ88803MJlMVBkMCwvDVVddBblcTsfb29s7Jvr5RIDtlUaeR2lpKU6dOjXhewKfz6fxzpCQEPj4+GDr1q0oKChAV1cXBAIB6urq0NzcjOjoaKjVajQ1Nf1keZTsc7fb7QgICEBSUhLNjzx+/DiOHTs2pvk9mlgwwa9GSLmq3VdeXo6goCDIZDLanqOnp4f67gmMRiNycnJw3333QSgUorW1FZ9//jldXCzYeMBEWg+E8aTRaCASidDT04Pdu3fTvJxLiTlz5mDKlCm0enh9fT127dqF06dP48MPPwQwmC92/vx5PPXUU3jqqaewdOlSXHvttRgYGEBoaOiE02Jra2vR0dGBgoIC7Ny5E0FBQYiMjIRSqcTx48eh1+tpxW7gx0lPGg6+/PLLlIF08uRJlJSUoKenZ8h1RnqPtbW1qKurw/bt2+Hj4wMfHx8olUocOHDArXbv6emJ2tpaaLVaLFu2DCqVatwbCqkxSWqmkXt2lTzJ5jmxY0tMTMTixYshEAgQFBRE68IRsPEu1hpjW4EQgoire+bxeNi1axf279+PG2+8EQ888AC0Wi3i4uLw73//GzfffDNNyD1x4gRtD7Jz507aFcDhcKCjowOff/457r//fsoSlEgktDr6T4kvvvgCkZGR9P6EQiHq6+tpIutEQqFQ4O6778b69eths9lw+vRpvPzyy1TxGxgYQEtLCz755BNcc801SE1NxezZs/HGG29M2BjYuOFInwcFBdFu7K+//jpOnDhxSRWI/3ohRWICrE+doLa2Fu3t7bQsS35+PnUNESxcuBCrVq3C4sWL4e3tTZkse/fuddk2gN0IWFrzxbojeDweZfIQts/WrVsv6eJUq9XYvn071c46Oztx3XXX4fe//z3mzZuH66+/HjweD01NTfj3v/+NTZs24dy5c/jmm29olWmBQIA9e/bgiSeewNdffz1hY7Pb7dDr9ejr66N9jkhAvbe316mjKwA88MAD0Gg00Gg0mDt3Lvz9/WlbjylTpmDDhg1ui72OJg+or68PBoMB9fX1I5Itenp68Omnn2L9+vVobm5GV1cXWlpaxjVH2DggqdDP0sVZpYmb7AsMtumIjIyEv78/Pv74Y5SWllJhTSwo9nhWIWLvk9SfdMfEI+uQFBdWKpXUbf34449DqVRCLBbj97//PZ588knweDxYLBYEBgbiySefpAWLIyIiqPcjPz8fa9as+Unc3Vxcfvnl2LhxI26++WYAwD/+8Q/k5+dfkmuRKjfA4HM2GAwuPRMkHNHR0YF//etflyRGJ5PJYLfbaUdoLqKionDgwAHU1dXh7bffxoMPPohXX30VX3311SUTVP/1QoosTlItmnV9VFRUoKGhAX19ffj4449RX1+P4uJiKJVKLFy4EMeOHUNiYiKysrIQEBBAy9jExMTghhtuwIsvvkjZYGxSJQFZxNzKF+OBxWJBQUEBVq5cCaVSCalUirS0NJw7dw5+fn7w9PREVVUVysvLJ8y1ZrVacfToUURFRdGY0+9//3ukpqbS+mRvvvkmamtrcfr0adoxdefOnZBKpRAIBJg2bRrMZjN8fHwQFhaG2traUV17NP5xduNkG+GR/5VKJdXY09PTacdX4rrNz89Hfn4+zp49i+7u7otSJEg8ZbSV1Q0GAxyOwZJFwcHBWL16NbZt2zamWowsRZzH42HKlCkoKipy2rS5c45YWnw+H15eXoiPj6cCm8Tv2IRL1kXOugvZv7GCij2e+/5sNhtycnLg7e2NmTNnYvLkydBoNJg8eTJtnHn//fejtraWCjS73Y709HTI5XJ4eHhQC8pgMEAmk+EPf/gDXnzxxZ/UkuLxeJg3bx61pADg7Nmzl6wVhUQiwYoVK6BSqbB792588sknTp/z+XzI5XLs3buXpsjk5eVdElefVCqlYQcS82LnWEhICKZPn44pU6agubkZ77//PvLz8//fknIHlqbq4eHhMnue+O3LyspQXl4Ok8mElJQUXHHFFRAKhZgyZQoiIiJomXyFQoHw8HCsWLEC//znP0dswuZKeI0HFosFZ8+eRcX/tffd4VFV6f+fybRkSnrvhSQklAABQq+RIspiB1lRdC0Ia939uZZdddfvWr7r2lZX3S8rrmJDARUE6TXUQEJJgfReJ20yPXN/f+R5D2cuM+mUuPk8Dw+ZW84999xzztvf9+JFyOVyuLu7Y8SIEfDy8mLJUjs6OlBYWNgjIkXu2l2p4Ww2GzIyMnDLLbcA6Jygt99+OztXWVmJb775xiEpKQBGOAMDA5GamgqLxQKlUgmNRtOjd+3pePHfk/6XyWSIiIiA1WpFSEgIhg0bhsmTJyMxMZFx41QjLDMzE3v27MH27dt7HPMzkLBYLJDL5QgJCUF6erpDaq2egLejyWQyzJw5E56enqivr2cOEJRjkmC32xEQEIDw8HB4enpi0qRJCAgIQH19PQoKClBXV8eu54kRHzclzr5O7XbXV7vdjpycHEilUuh0OlitVsTFxSE4OBgeHh4srODcuXMAOjdnIuIUHlBUVISAgAAUFxejuroaCQkJVyRpaVeQSqVYuHAhi4+0Wq3w8vLqc1B2d6AE2FKpFO3t7Q7E0NPTE56enuy3TqdjlXgH0gxA88zDw4PFQVISZ34+jB49Gunp6RgxYgSOHDmC77//Hg0NDb1eV725flATKR4UhMirPu6//35WWPH555/HSy+9hODgYMydOxcTJkzAHXfc4bAAyIjs7u6OoKAgaLVaNDU1McO72NuJ6uT0V4oCOrOgnzx5Eh9//DHuvvtuTJw4EQDw/PPPo6ioCJmZmazWVE8QGhqKBQsW4OOPP3Y5mUmN5cy2Q7FJFy5cYCUNeOTm5sLf3x8PPvggYmNjYTQaeyxF9RVU0+b3v/896urqkJiYiJSUFISEhDiUPBcEAX//+99RWVnpED5wtVFfXw+DwQB3d3fExsb2Oos+P9cUCgXuv/9+FuNXWVmJ5uZmrFq1ijlF0D033ngjVq1ahYKCAkybNg2nTp3Cjz/+iI0bNzrYmWgDlkqlTGUuztpO857apmNd4cyZMygtLcWePXswevRoPPDAA0hISEBAQADLRyf2Grx48SIyMzOZXevTTz/FTz/95LBBOnvuQHuVktpy/PjxCA0NhdVqRWNjI/7yl7+gvb39stphAwG9Xo8333wTL730EhYvXoyYmBjMmjULEokE48aNw5gxY7Bv3z58/vnnyM7OxoYNG66YnVqtVkOlUrFcfCdOnHD4BitWrEBcXBxqamrw7bffsjjA3q6x/xrHCZ4jF6vhBEHA22+/jWPHjmHmzJmYOXMm3njjDVZdls8TJggCzGYzDh8+jMrKShiNRkRGRqKxsdEhXx9NDHEAcVcBxb2B3W5n6hm9Xo8NGzZg4cKFyM7OxtatW1lAck/RHQdqs9mQk5ODHTt2oKWlBX5+fnjnnXdQXV2NoqIiFBcXu3Qvr6qqwsaNG7Fjxw7mQdfX+jri0AEeJDn95je/gaenJyQSCebMmQMPDw+WI46CUf/v//4PR44cwaOPPoqdO3dCp9N1u5gHgsFwhbq6OlRWViIzMxNPPvlkn3MwUiHH9PR0PP/886irq8PGjRtx4MAB7Ny5EyaTCVarFe3t7fh//+//oaOjA/n5+UhOTsbLL7+M48eP4+LFi5fNHd7ZyM3NDUql0sG9mmwTfUFrayva2tpQVFSEnTt3wt3dHeHh4XjllVdgNBqxefNm5hZ//vx56PV6WCwWmM1m7N69u8dVjQfy+wUEBMDLywsVFRVsTSsUCgQFBeGuu+5CR0cHbrjhBuzcuXNAnkfw8vLCm2++CU9PT+h0Ori5ueG+++7Dr3/9a8TGxsLX1xcdHR247777GNN4pRivgoICFBUVMaZF/A0ee+wxLF++HNOnT2cVnq9EKiQeg5pI8VKMmFgJgoALFy4wqWrGjBmQSqXQ6/Worq5GS0sLDh06xJK5FhYW4siRI0xNoVarWcwN/zwC6f353wMBcp3WaDR45ZVXIJVKMWHCBCiVyl5V4GxpaUFWVla3qsqmpiZ89tln2L59O5RKJc6dOweDwQC9Xt9lHR9BEFgwbW8hntDO+kiOKRqNBmlpaUhJSYG/vz87RgHPFosFp0+fRnZ2Nnbu3ImzZ8+ipaUFTU1Nl22wV1PVBwDFxcUwmUxQKBQoLi7uNffLawUsFgsqKyuZt6Ver8cHH3wAnU6HyMhIjB8/HnFxcViyZAmKioqwZ88efPPNN8jNzWXqQbGUxDtN8N+AslKQRyHFZ4mZCVfjyUtqFouFOVzo9Xq8/vrrsNlsKC0tRU1NDcxmM5qamhxiwJwxYlf629E8mzlzJoKCglhGE3rvRx55BE1NTSguLkZtbS3Onz8/YNJMS0sLHn/8ccyePRsjR45EfHw8HnzwQcTFxcFms6GiogJFRUXIyckZ8GKLYpDdVfwNSKLWarWwWq2oqalBVVXVVckjOKiJVHdoampCYWEh3NzcsH//fhZz0dTUBJ1Ohx07dsDPzw/BwcHIz89HXl4eqztDm4NY9QFcElX5hJgDRaTKy8shlUqhVqvh5eWFU6dOwdvbu9d6+fb2dla8sCuYzWan1WWvB2i1WsTGxmLmzJksOzyVmLDb7aivr0dpaSkyMjKQkZGB3NxcVFZWXhasfbWJE3CJAcjPz4dKpep14T5xWyTtHz9+HCqVCt7e3qymVWJiImMs7HY7dDodTp48ifPnz1/m6CBWWYu9+8TxZLxDUm/GUWxPtNlsaG1tvSz8g7e/iNu/mt9NrVYjKSkJCxcuZOV8rFYrDAYDKioqEB0dDV9fX5jNZri7uw/os41GI9avXw+73Q4fHx+MHTsWAQEBOHXqFEs3lpOTg9ra2gHPwN4TCIIAuVyOiIgIjB07lqVu6ql9vL8Y1ESKFg4tNJ5o0GLT6XQ4duwYlixZwqLqXenWxQuRbx+4FDdCC/BK6IWfe+65AWnHbDZf0VQl/UFPNjyJRIKYmBjcfPPNWLZsGbM5WSwW1NXVwd/fH1u2bMH69etRXFzsNOXQtSBO4mf/61//6nc7/HtZrVamSistLYVCoUBJSQl27doFPz8/tLS0wGg0XlYrCnAsf0Lzl9YEv2bEHl3Uj/4Yx8XrSnz8Wn4roFOSioqKwvDhwxlRbWpqwoULF/DRRx8hODgYsbGxaGpqYmVPBhKCIKCoqAjl5eVoaWmBVqvFM888wzQDV1J66glUKhVuvfVWPPDAA4xZOnbsGIC+fbteMTzClVLIX0G0trbCy8vrshcVEykxEevuVcVSk3iRkV1KLEWJ7x1C1yB39+4mqlqthp+fH6KjozFjxgzG8T/yyCP461//ikOHDiE/P/8ybq43C4C+YW+87q4myNmCquKScw9VvKW5SNfxTjA0DuIih85sgOQwwDsDAZc8Z6ltvqhdXwmLs3XSl7aI6PbVPiOVSplqMyMjA0lJSSyB8Ouvv47t27fjzJkzzC5Na/5KEQwKmKY+8YHOA9V+X7+ZXC5HXFwcRo8ejfLycuTn56OxsRFA/+ZBR0cHWlpaHDwYxRjURAroXi8u/tvVtfyiBOCUCAGXFhgRPlcc4hBcQ5wHkCD+lrSJUHl0+h7Dhg1Dbm4uGhsbu1Sjib+7q9/XM5Hi5x3PeIkdd3gnCJ6hEiegpeTJNHctFgsLku7K9kTPc0akXK2RrqSnntzT1X38O/WVSEVFRSElJQXz58+H1WqF2WxGa2srcnJykJOTg5qaGqdZSgYr+kOk+HyULS0tDplw+spgEJPRHZEa1Oq+nsIV5yY+7kzd11Ubzu4ZQvfo6YZE2bmNRqNDtogLFy70SP3k7PsOJojnKG/j6cm7deXYI3Y2EsdHia8V98PV+umuT+LjvflGA/09JRIJs7V8/vnnqKqqQlNTE86fP9+vdq9ndCfFujpvt9uh1+uZYxlv6nC2BzpTF/f1e/2iiFRXjgy8LUkQBBbkSxDr5bvjzsS6/iH0HGIJlAf/jfi/u0JP1biuFtL1/P2cSX/A5eVpnBEwKsNB9xDBd/YMV8fEa6GvUoszFWNX57u6fqCYwrKyMjQ1NcFut+PEiRNobGy86jkCrxV6QzR4tVx/xr6vhOoXo+7rS0AZ3dcVF+kKYoPvtQoY7Ql4xw+qIiuRSJhdo7dtdUfQ3d3dGbdF8Td89m3K7mG325mthVROpHqTy+Ws31T3iPLH0bsolUrI5XIH2wxJYKQGcnNzg4eHB9PvA5ckB7FDDN0vkUhgNBpZHjPKkUa2AlKLCYLAVJJ8XIndboe7uzskks7aTNQfpVLJbEZUgpyeScX+ZDIZs3s4k6S6Uv/1RHLh0RMOuitmb6AhJsbdEbaBtNVcz+t3oEDVIICeMQOE3l7Tk+sBME3JL17dxxuRuwPv3SeOERFLWtQ2QTyJBwMXDlxuW+OzaLvamPhzfOZtoHMMiVC4knL44xToy18nl8sd7B8Wi4XZqfgEvrTB0zPpW1PAqdlsZiUciNGQSCQO5bXp+TabDRqNhsXKEeGjZ9E84J0QyMuNDNpElPigV56w8kSLD1+QSCTsWQqFAoJwKas5b+Oh93elDaCxFf/dE2nTGfoqoV5JAkV56tRqNSQSyYBn13eG/wYCReCJU0/fuyff2xlx6opY9cZMcnWTYl0h8IPi6sX57BLO7hffJ948CPQMnhu/3m1SvJTAb2yuJql4I+zKhuDs3cUGVd5DiZ+41Acxc8Cfc8XJKxQKVqGX/37iZ/GEgn+GWK3obMxIAuLHjz9PWUtIHcJLaiRRid+Lzov7KS5Y+N8CMVOo1Wpx0003ISEhweUaHEL/4Wzed6X2dQaxA0xP1O49aVeMQU+keBUQudo6gzhLOj+gfMkC4pw9PDzYRklZ1ulaUk1RAtuunnutQX2nfhJoYxWD5+JJmuEh/u3svUmiEeeqo82etwV2dHQwKQW4PHiUiAAlECaVpVqtZlknqG3qP1XkpW9FEovZbGbBkDKZzEElSN+QiBH1gwgPvRNJZqTKFNu7aFx5okXfgdQbJC1arVamFuXn1/U6l64kKJNIXFwc3nzzTUybNu2/SsK52qB9jiDWJPEMP8+Yi4+J/xb/dtUW/d0T/KJYFVfxMqRe4SGWDngVlN1ud8izRhsez1nb7XaYTKbLkm9ejyCVGCUSFdchArrm3kl95Sp42RkXxdujSDXGE0aVSsWOEZGg8ySl2O129k15u4FE0lkJlogZ2YBI5UdZAfjn2Ww2eHh4QCaTsVx3PKgtqVTqkMiXxo1sRPxYkS2MnsFnyfbw8EBHRwfUajUrYmm1Wh0YIcpcQPOTCDa9+0AEi4u/TU/tBVcL1L/U1FTMmzcPjz/+OLRaLVasWIGwsDCsWbPmWnfxquFKfxvat2g/EzNRxCD15PnE/PImFGfSmTOi11sMaiJF6gBni9nZ4qT6NaSKIdAmIf44fL4uSh0kLl1wPRMnAhFSPm5GrMYjQsEHc/r5+eHpp5+GRqNBYGAg/Pz8YLVaHRwImpub8be//Q0FBQXMU4q397lyAKC4JJrcxCDw2cx5kHTELzCFQsE82JYtWwalUona2lps3LiRETs+fohsWFTxlZ5HRJwcOqhf5MRAz+L1+PyiI1sZvwEQcTUYDDCZTJdtEMCl3Hj8ub7UCOrt5tYbFc2VBj2/pqYGhYWFsNs761599tln+P7777u893ro/0DiarwLTyic1RLjvUFpLfN9E0tJ4nPi33w9NP5cbzCoiRT/8uIJy1frpfOuQAMfGhoKoJPLT01NxaJFi9De3o6ysjJER0dj8+bNV5woTZs2jZUJATpz8GVnZ+PChQt9as+ZDYgHz1HJZDIkJSWhuLgYHh4eiIyMZDVuQkJCMHnyZEakyO5C6Xk2bNiAEydOAABThxKx4Td7+mZEOHhujC8qKF484oVAf9NzZs+eDbPZjKysLAfiAVzuvdfR0eHgns0/g1+YYpUF36Z4bvHqYnoPXmXIezBSGySJiTlbYhj6Ikl1txlcj5u6VCpFaGgo4uPjGbEvLS3t85wfbJDL5Rg3bhxyc3MhCAK8vLwwatQo+Pn5obq6GoWFhZdVFO8LxJKOeC44k3i6st2KGV2xjYo/3h8MaiLFU31SxxFosvMDLwgCFAoFNBrNZXYPDw8PpKWlQSKRICQkBM8//zy8vb0hl8thNptRXFyMnTt3XtEIdErRP2PGDMTFxQEASkpK8D//8z99XrC02blS6xGBIK+qBQsW4Oeff4afnx/i4+Nx7NgxXLhwAVKpFCNGjAAAVghSIuksef/b3/4WJSUlyM7OZu7jvGRKzyDCxktsJA3xqjP6lvyGThs8ERn6nyS1yZMno6CgAKdOnWJqO/rmRCRIAjQYDA5EgNSZ5EFIThn8IiRXeSJ0pLojEHHjJUHxgiepid6LEuWSJEaSFbnfi70iXcHZZuPqXFf3XU3wz9ZoNJg+fTqWLFnCJFvKnt7TNgYbaL1RFpDbb78d33zzDex2O+Lj4/H4448jJSUFu3fvxtdffw2dTscYno6ODoeSKn2BM+JCKjyxxoDWgdiGBXSmLqNvxavpXX2bvkhUg5pI8RCnhDGZTMxo7ubmBpPJhKioKNx///14+OGH0djYiObmZhiNRlYGva2tjRX8IhWg3W5HXV0d1q1bx2Jt6GMMZAZgqVSKoKAgnDlzBjExMYiNjYVEIkFGRgYqKir6zFk7mwy8owcVuhszZgxmz54NmUyGrVu3Ijg4mN3/1FNP4eDBg9i3bx/UajVaWlqg1+uhUqmwaNEirFy5EhMnTkRpaSm2bNkCk8nksIHzpd+BS55xvC2GxpUquIrTFJnNZgdCQ+37+/tj1apVrCAdEVRSBfNOFxSo6eHhAbPZzMaBFiIRK7I18hKYu7s7DAYDs7OR3Yp3kOCdOJx5U/IqSHJrpzZoQ+bjqpyhN5LSQMf/9JcjdtXm7NmzMWXKFCiVSjz44IM4dOiQQ4n7Xxrc3NwQGRmJv/71r2hubsb27dvxySefYMOGDYiLi2OSvpubG+Li4nDHHXfg3nvvRVlZGerq6nDhwgX85z//GfDKvGLJCMBlc5uuUSgUiIqKwmuvvYbNmzdjy5Yt8Pf3R3R0NMrKylBdXc3U6/3FL4ZIAY7JOIFL6hte711cXIzy8nJWXJCPS+FLYvC2CXd3d0ydOhUffvihw7N4CaW/CAoKwqZNm+Dv7w8fHx/W92HDhsHPz6/P7TqbyLzXGgD4+voiPj4e06dPR3JyMvz9/dkGp9fr0djYiLy8PNTU1DhIC4GBgWhvb2eSFUkfvLu2WMIFwIJr+bEnFSIRMPoO5A2oVCoZUbPZbMxRwmKx4NixY9i/fz+qqqpQXV3NbF5EnABc1i59P/IWJEmG+kISH3DJY5CIk1wuR2NjI7uWHCD4AoJ830lq9PT0ZFwnSXcUg0bJY4kwumJKuptvkZGRCAoKQkhICFJSUvD+++871Pxyc+usbqxWq1FTU4Pk5GRWO6myshJz585FbW0tSktLkZOT46A5cKby6QuoncjISHz00UcICwuDh4cH9Ho9pk2bhv3791/xEhAkMfv7+2Pp0qWYMmUKvv32W2zcuBHjxo3Db3/7W1YFeceOHfj4449Z7F1/oVAoMHv2bAwfPhz+/v6YMWMGdDodMjIy8Nlnn6G1tRVr1qxBXV0dTp06hZqaGvz+97/HqFGjYLFYUFhYiIKCAhw/frzPEhVJS7xKnJ/vzkBrNTY2FiNHjkRqaipGjRqF2NhYrFy5EjKZjAWs5+Tk4IUXXkB9fX2/580vikiJjXs89yqRSGA2m9HY2IjKykrEx8c7uJkDcOC+eaO6yWS6bII6S67YH4JlNptx+vRp3HnnnQ7R1+3t7T1W+/QU4knj6emJ8PBwDB8+HJGRkSgtLUV1dTWqq6tRXFyM3Nxc1NbWorm52aEduVyO3NxcdHR0oK6uDuXl5ax9/lli8JIC7/INXMq0TUSSnFx4ew/QOe4ajQYBAQHw8/NDUVERWlpa0Nra6qC+ELt08/p1/h+BpCBnbuBubm5ISkrCqFGj8PHHH7OFTnOMV5F0dHTAx8cHXl5e8PLygre3N9ra2lBRUYHGxkamHuFVg/2RzpVKJdLT0xEeHs7++fr6Ijk5GVqtFkFBQTh58iSSk5MRHh4OLy8v6HQ6hIeHM+asoaEB48ePR1NTE8rKynDq1Cl89dVXA0owaD4MGzYMs2bNwpQpU9Dc3AydToeSkhKcPn26xxtvXxwn3Nzc4Ofnhzlz5jBnoNmzZyM5ORmCIMDf3x+hoaGYPn06/P39YTaboVAo0NbWBr1ej/r6+stqYvUGnp6eiI6ORkJCAry9vREYGAh/f3+0tbXh+PHjOHPmDJqbm6HRaNDU1AS9Xg9vb28AYMyEXC7HsmXLUF5ejpqaml4lRxbb8XmIpSnx3iYIAkaNGoWxY8di3LhxGDVqFLy8vFjtO4VCgcrKSmg0GiQmJuKee+7B+++/3+/kzYOaSIkHmbhQ2vSISyUbBWWm0Ol00Ov18PX1ZZsZ7z4MgOl9bTYb9Ho9iouLHVQ3tHDFYnBf0dTUhD/+8Y8YP348EhMTmaRQWlrKvOb6CmdeN7x9Jzw8HHFxcYiKioIgCKyI4IkTJ5hXI0/4CQaDgVX/raysZHYzseekGGSLoQVHRIFsEWIiBVxyVCBJzW63s0148uTJcHNzQ2NjI8tQwKc4oowV/PfjCZHY647u5wmav78/PDw8MGvWLCxfvhxr165l40GqSDFnGhgYiHHjxmHkyJGIi4vDiRMncPjwYZjNZrS0tDjETAGOGVGoTz3V7atUKtx3330IDg5GaGgofHx8cOTIESQnJ+OGG27A1KlT8e677+LWW29FZGQk2/io7yR10nxubGxEbGwsvvvuuwEjUtTXgIAAzJ07F0uXLoVEIkFZWRnKysqQnZ2NL774wuH9BhKkTk5NTcVzzz2HYcOGMS9Pq9WKhQsXYt68edDpdPD392dlM2bOnImYmBg0Njbi+PHj/SJSvr6+GDlyJMLCwhwckDIyMnDs2DGUlJSgtbUVb7zxBgAgKSkJM2fORFNTEzw9PSGVSuHn54d77rkHX3zxBVpaWnpNBMRMmjOmUkygJBIJvLy8MH/+fEyYMIFpolpbW1FbW4uWlhZoNBrk5eVBpVLBz88PK1euxNq1a/+7iRQRH2epemjw+c14xIgRmDp1KmbPng0fHx+2sfA2Gj4QU6FQwMPDA1arFVFRUey5xPWKswH3BzKZDNHR0Xj++eexZMkS/OpXv0JQUBCqqqp6rZ8Xx27xDiI0FvxkfP3115Gamgqr1YqSkhL85z//YRwdtccbT6ldpVKJ2NhYKJVKBAcHIyoqymUGaX5TJbUAMQK8RAF0Ej+lUslsUNR3Yg5MJhPc3d0RHx+PefPmYfHixfjrX/+Kmpoa5rTBx3HQ8/n3FquEtVotY2roWWSjUiqVWL9+PSIiIuDj4wODwYCwsDDU19czhwpqk9R4arUaw4cPx5IlS5Ceng6FQoFFixbh/fffZ16IfAwY2cyIaPc2p6LJZMLWrVvx8ssvIzQ0FCUlJbjlllvg5+eHuLg4LFy4EC+99BLy8/MZ80Wu+GKJ0m63IycnB0888US/DfQ8qP29e/ciMTERbW1t+PrrrxEeHo5Nmzbh22+/7VV7vWUK3d3dERsbix9++MGBuTQYDDhz5gwEQWDVoMVOAtHR0di9ezc2btzYq2eKUV9fj9OnT2P+/Ploampi2px9+/ahpaXlsv2krKwMZ86cQXBwMFuDBoMBR44cQX5+/mXajZ5CTJiIwXLlwefn54c33ngDwcHBiIyMhI+PD3Jzc/Hss88iLy8PjY2NcHNzwzfffIOysjJ8//332Lhx44BogAY1kQIcJRjeJsVnLqCNp729HYIgQKVSoaOjA3q9Hq2trSgsLMRrr72GoKAgpKSkQK1W46OPPsLmzZsRFhYGHx8f3HDDDfjqq6/w5ptvYt++fQOuM1er1bj11luRnp7ONkMAuPHGG5GTk4PMzMwet8VLMnzlVf64RNKZ4+7+++9HUFAQ8zDz9PREXV2dg/RGGz4vLXR0dMDf3x8PPfQQVCoVgoKCEBER4VCynP8ulFWCsjXwefEo2SrlxaPFSmPs5eWFtrY2toBlMhnmz5+P0aNHw93dHadPn4a3tzd0Oh0MBgMUCgVz3iDCwSdwJYmaJ5xUV4l+8wX+zGYz3nrrLbz22muQyWRobm6Gr68vmpqaHOxYdL+HhwcmTJiAp556CtHR0Yxbfv7553Ho0CHm4k/EqKOjg3lFUht8EDR9L/HGwm8ocrkcKSkpzLYVHByMQ4cOQS6XIzAwkAWrR0REMM/Buro6WCwW1NfXIzc3F5999hnef/99VFdXIyMjA21tbQOmZhaETtfqRx99FL6+vqisrEROTg4OHz6MY8eOoaqqakBV2gSZTIapU6dCq9ViypQpWLx4MTo6OvDwww/DYDDA398f586dQ01NDfMsValUkEgkuPfee3H77bcjJCSEqW9DQkL61R+j0YiioiL88Y9/RHJyMm6//Xbcc889ePvtt5lz0r59+5jLudFoRH19PUpLSxEfHw+DwYDS0lJs27YNBoOh12MmVm2LvfgAx/gnNzc33HTTTVi2bBkCAgIQGxuLuro65ObmwmAwoLi4GG1tbUhKSsKHH34IPz8/5mSUm5uL/Pz8y2z3vZWSfxFEileN8JwyDYZcLsfkyZMZF0BcOmXWNhqNsFqtOHr0KMrKyuDu7o6zZ8/io48+Qnx8POLi4jBt2jSMHj2aEQ96zkBlnFAqlRg/fjzi4uJYIlSgk/vrTw4zV2pIOqbVarF9+3aMHj0aiYmJ+PDDD1FbW8uM/fz1vGMAue0TgZPL5UxlKrb78PfSed4Ww6vySDLhJT+bzYY5c+ZAIpGgvb0dGo0GN954I6KiouDj4wOJRIJZs2YhKCgIZWVlqKqqYsSDV/kSqG0+Y4U4yJlfwCQZkW2isLAQzc3NDoyKzWZDREQE5HI5/Pz8sHTpUsTExECtVkOv1yMrKwt5eXmorq5Ga2vrZVkt+ABosWTZ1bclWK1WZGZm4sYbb2Rj4uXlhR07dsDf3x/+/v44fvw4JkyYAL1ej/b2dvj7+2P//v2oqalBeXk5srOz8X//93/MJkVM3UAgLi4OEydOxIIFC6BQKNDc3IyGhgacPHkSFy9eZJqQgVbzSaVShIeHY8aMGRg/fjwiIyPx7bffIiMjA3q9HlqtFhUVFTAYDA520oCAAIf3P3jwII4cOYK8vLx+9cdu70yrVVZWBpPJhNTUVEilUkRHR6OjowPe3t6Ii4tDZWUlDh06BIlEgoSEBGanbmxsRH5+Pg4dOtRnKdfZNxVnmpDJZBgxYgTkcjkmTJiA8ePHw2azYceOHSgtLUVdXR1aW1vR0tKCkJAQjBgxAh4eHszmJpPJYDQa8c477/S7/MmgJ1LAJU6f3whp45HL5fDx8cGSJUvg5+eH5ORkKJVKSKVStLS0QKfTMQPyyZMnUVRUxNr497//jZEjR2L27NmYMWMGVCoVcxsGLm0u9Lz+gAy6fCAoAFRVVTmkaOotuuqXzWZDZWUldu3ahenTp2PRokV45ZVXLtNV06ZJYyqVSuHr64vw8HAWFGs0Gtlk5Cc7ZV9wtdkJgsDCBXj7Dj2XJOLbbrsNarUajY2N8PX1xcyZM+Hp6ckI10033YRhw4bh/Pnz2LNnDyoqKpjDCS8x8UwNcEm9SwyLOAAZ6GQgJk+eDLVajdraWpw/fx7V1dUORFsqlWL06NHw8vJCWFgYli5dytprbm7Gzp07odPpWEomXq1I6mN+HJyl8eLfQyxZWSwW/Pzzz/jtb3+L0NBQmEwmHDlyBK+99hpiY2MRHx+PTz75BA8//DDbYObMmYNPPvkEOp2OhSJ89NFHPZxZ3YP6p9FokJqaimXLlmHChAlob29HY2MjysvLcfbsWaf30PfvLyQSCbRaLW644QaEhYWhpqYG69evR2VlpdOqzmQnjY+PR3BwMBQKBQwGA7Zs2YJt27b1m0jxqKurQ0VFBSorK6FWqxEVFYWIiAjMnDkTBoMBb731Ftzc3JCYmIiQkBDU1tYiJycHx48fZ7bi3oKXkpzZpgRBYMznwoUL4e7ujpSUFGg0GgiCgE8//RQVFRWw2Wyora2F3W5HSEgIIiMjUVRUhMjISAQGBjJNwQcffPDfbZMS69F5kLokIiIC06dPx5w5cxAfH+/A7f/pT3/C3r17kZ+f77TtRx55hLlYWiwWFkOlUCiYWzSplPqLpqYmvPDCC3jooYeQkpKCyMhIAMCHH37IMjkMNMxmMz799FO4ubkhMzMT77zzjlPCy7tHEyFZsWIFVq1ahZCQENTU1GD//v3YtWsXu1ZMlMSqKr7eEpW5oHM8cVEoFAgLC0NMTAxGjRrl4PnY0NCAqqoqFBcXY8KECUhLS4PFYsHWrVvx//7f/2P2Lo1Gg7a2NuaQwcdcSaVS9nyyQfH1qSjo8oEHHoBMJsP58+dx8eJFWCwWJg3J5XKkpqZi5cqVGDFihIP6VK/Xw2g0QqPRID8/n3kfEhPCO0tQVorupF8xyLakVCrZemhoaMDDDz8Mi8WCyspKHDx4EACwYcMGGI1GGAwG7Nq1y6Gd7tKL9ZVozJ49GwsXLsTUqVMhkUhQVVWFzz77DP/+97/71J6zvrmC3W5HfX09rFYrysrKcOLECcTExOD48eNOr1cqlRgzZgxWrVqFtLQ0yOVy7N27F6dOnXKoDj1Q2Lp1K/Ly8jB9+nQ8/vjjCA4OhkajgVqtxuuvv+6w7n73u98hIyODedH2FrydXiw58fvnzJkz8fDDD2PatGlQKpUoKirCvn370NHRgerqatTU1DiklsvJyYFCocADDzwAuVyO/Px8ZGZmYtu2bf0mUMAgJ1L8IFNsC20uFosFY8eOxfDhwzF8+HDm+NDQ0IDW1lb4+voiJycHtbW1DpOdnCgEQUBERARGjhzJxFfSS/v6+qKmpmZAjcpubp1lCoKDg1lKJAB48skn8fbbb/faqCxuG3Cu+hNnHecL75HKj9Ra/CaVnZ2NHTt24J577kFBQYFDRDyB2qDnkERGrtYkxVAyVuorL8VIJBI0NTWhvb0d5eXlaG9vR11dHY4ePYqCggImMQUFBWHYsGFQqVTYu3cvzGYzYyL4OCt6Du8GzxdUpPnDR87r9XrccccdePXVVxEeHo6FCxdCEAQEBwejrKwMjY2NePfdd+Hv74+amhqcPn0aaWlpADo3vYCAAEyaNIkRNdokeMcJ+kfvzc9nHmKvvhdffBHBwcGwWCyYO3cugoODsXXrVnz22WdQq9WX5aRsamrqlQqvKztYd/e5ubkhMDAQd955JyZMmACZTAadTofVq1fj7NmzbH59+umnMJvNyMvLw549e7Bq1Sps3LgRe/bs6TIYtCfvYbVasXPnTuj1etjtdlRVVaGiosKpdoK0LsnJyZg2bRr8/PzQ0tKClpYW5ObmoqmpqUfv3hs0NTUhOzsbJSUlyMnJwdKlS3H33XczbQrvoXrx4kU0Njb2+VldaTPo/+XLlyM9PR0jR46EQqHAiRMncPz4cRw5cgQnTpxgBF8i6Yz7+8c//sFCGgIDA1FVVYU9e/Zg9+7dyMzMZA5A/ZGKBzWR4sFvtPTbw8MDsbGxmDJlCjw8PGC321FYWIhDhw6hrq4OhYWFDsZHcfLYHTt2IDY2FsOHD2c2ruTkZIwbNw7btm27TDXRH/293W5He3s7tFotPDw8WHvHjh1DZWVln9sFLk8EKQYv6vNu34Bj0DJtrp6enkhISMCIESNgt9tx/Phxh+J0zqQpXr0gzg7CO7rwCW7JJmWxWPDVV19Bq9XCbDYzZ5fGxka2+TQ0NCA8PBwpKSkIDw/Ha6+95pDEVpwmS0ywKQM5/c3bq/iUSL6+vhgxYgRzS29tbYXRaGRMkEQicSi/YTabodPpcO7cOQfbF68FoGf2JECczrm7u+P+++9Heno6fH190dHRgZiYGBQUFCArKwuZmZkOEiqhO7V0f+cx9VEul0Or1WLEiBFITExEUFAQTCYT/vGPfyAnJwcWiwVxcXG46667MGnSJHR0dCA+Ph6JiYmYNWsWpFIpPD09sWHDhn73pbW1FadPn4YgCGhvb3cZlDt27FjMmjWLxUidPHkSBw4cwMmTJ5163g0EiFGzWq3IyspiTl1Lly51WHMSiQS/+c1voNPp0NDQgJ07d8LT0xPFxcU9LgwpVnvzkMvlWLRoEdLT05GcnAyZTIbvv/8e+/btQ0FBAUpLS1FVVQWZTIa0tDSMHDkSDQ0NSElJQUBAAGw2G86fP48LFy4gMzMT+fn5rCxOf/GLIVK8S7Gbmxuj7AkJCRg/fjzj3hsbG5GZmYmvv/7a4X6aDHzU/5YtW3DDDTdg5syZbMIEBQUhLCzMaQLb/i5um80GlUrlYFT/4Ycf+q0H765fvNGet9mIA1qpHUqAmZqaipqaGhw9etRhofAJYwm8UZpsiDRmfHYH8qrjN3Cr1Ypvv/2WSRvk+ccvYK1Wi4iICEyePBk+Pj544403mJ2FNk3efZ53TqCNgry6KBsG34fExER4eHhAo9HA3d0dWq0WXl5ezL5J46ZUKlluSDc3NzQ1NeHChQvYvXs3LBaLA5Hi7yNCSPNPXIuLh1wuh7+/Px5++GFERkYy1andbmfqGL1ezzhbZxn+ewKx1NYd+OsUCgV8fHwwY8YMeHt7Q6/X48KFC/jwww9hs9kQGhqKcePG4ZlnnmHfOzIyEmPHjoVarWbj3F8iRairq+vyvIeHByZNmoT77rsPCQkJqK2txc6dO7F+/XoUFxcPSB+6AgXEHz9+HIIgYNmyZRCETndzg8EAi8WCRYsWwcvLi2UBCQoKwk8//QSdTtfrkAWxVKxQKHDLLbdg7Nix7Htt2LABR44cgcFgYHbTmJgYLFiwAIsWLcLZs2fh7+8Pk8mE8vJyHDhwADk5OTh79ixqa2tZ2/21LQ56IkUDwKffkclkWLJkCVauXImkpCRWZgEApk6dCh8fH0ak+Bxr/CZGthG9Xg+9Xg+5XA6VSoWNGzfi888/v4wT7i+BUigUGDduHNtwqL2ioqIromYAwBxLxBkteCJDUgj9TVwfLap33nkHx48fh06nY/02m82MoPD304bs7u7O1FmUQ89oNDJ3dFK5WiwW5ozBl3oXBIH1EeiUKlasWIH09HQAYLn8eKmQpCQiiuQSzxNSsX2Td+AIDw93CHilgGSx/SooKAjBwcFQKpVwc3PDyZMn8dVXX2Hbtm3MKE+By+7u7ky3z0uPvKrVGSgjAu+5SH0mSb+xsREvvfQSVqxYgYKCAody9zQOvI2CjontT32Z16SuVSgUeOGFF7Bjxw588cUX+Prrr2G32zF37lyMGzcO48ePZwZ5k8mEtrY2lJWVISUlBR4eHg5q7yuN8ePHY+LEiUhMTAQAvPzyyzh27NgVW3vOYLPZWEwbze+MjAxs374dFy9ehCAIWLFiBZYsWYI333wTAJinYGlpabftix0lxMeJwRIEAY2NjSgrK4NMJkNcXBxCQ0Nx8eJF/POf/0RCQgI0Gg2GDx8Om82GtWvX4quvvoJCoUBeXt6A5OvjMaiJFC1q3tAfFRWFsWPH4uLFi1Cr1UwvL5fLsXXrVpw4cYLFHPGbHsXO8IvUz88PWq0WSqUScrkchw4dgr+/P8aNG8ecGcSecH2FQqHA6NGjHYoBSiQSjB8/Hh0dHaiqqupX+xSrxBMk3kmBh5hY03k3NzdoNBqsWLECY8aMgclkwpkzZ9DU1HSZfY7f/MQxZTTWfEZ02rwpZoj6TEG/pAcn13eSfmiD/vTTTxEYGIi77roLzz33HO666y4HiY3isPjvRfdTPj7a9KnflBVdIpEgPz+fSUJyuRyRkZGMCJpMJhQVFSE5OZm9D71bY2Mj2tvb8atf/YrF12m1WiQkJCA7O9vBNkYEnYi6K+7Yz88PKSkpGDZsGCNqtAa8vb2xbNky3HHHHVCr1Xjvvffwr3/9C19++SULdOa/Ef+/GH2d0x9++CHGjRsHuVyOtWvXori4GKWlpfDw8MCdd96JhQsXIjExEYGBgSgvL0dtbS327t2L8vJy3HPPPaitrcXHH3/crR12INYdJXaOjo6Gt7c3rFYrqqqqcO7cOZSXl1/RqgdiJCUlIT09HTfddBMEQcDOnTuxY8cO7N27lxEpk8mE7OxsREdH49e//jUee+wxTJw4EQ899BCqqqr67GVMajyVSoX8/HycOHECjzzyCKqqqpCQkIDU1FQAnXNPLpejqakJn376KUpLS3Hq1CmWkWegCRQwyIkU4Bi/I5F0lo7w9/eHl5cXU9/QRA4KCoLZbMb58+cduEiyixCH7uvri2nTpiEtLQ2pqals06ZcdjzB4NVU/YFCocCwYcNYhgXafA0GQ78+PN8W78TA24icOVMAl1So9D+V+E5NTUVISAhUKhWWLl2KEydOOHjxuPK4JPCZOoiD470kScrhnQnE9hug89srlUpMnToV06ZNQ2RkJE6dOoWNGzeivb3dQXXG17Qi+w+vbiN1Ge9qT5KT1WpFRkYGoqOj4eXlBZPJhJSUFIwYMQIqlQo2mw27du1CdHQ0PD09HYh8amoqy282atQoAJ2B26GhoXjjjTdQW1vL8jMSYeO9/5yhtrYWR48exUMPPcTeE+jMOkGhAB0dHUhMTERycjLuuecejBw5EgaDAe+//36PshTwzFpPCQHVhTIYDOjo6EBYWBgCAwPx3XffwWKxYPbs2Vi0aBGSk5Ph4+MDk8mEL774gjGS0dHRCAkJgUajgclkuipSDKnU5s2bh4SEBOj1epw9exbV1dXQ6/X9JoK9QWJiIqKjo6HVapnU3dLSgvLycqZRyMnJgSAIGDZsGGw2Gzw9PTF27Fi88MIL+OCDD1hwbW9ht3cWm4yNjUVgYCDGjh0LrVYLvV4PPz8/BAYGQiKRYN++ffD19YVEIsHWrVtZvJuYoeL3V7F03lsMaiLFqzmASzVawsPDmZccr7ZQqVSwWCyoq6tzalAmdVNoaCjuvPNOzJ49G1qtlnH4dXV1KC0tdXBkEIvOfYVUKoWPjw/bpKhPAQEBUKvVqK+v71O7vLQo9tLjDfldgaLwNRoNtFotI6ZtbW2IiYlxuqHy48t7rVE/eAZBLMXyfRLHLRER0Wq1LNPFlClTcMsttyA/Px87duzAZ5995tAXshWRao1/DhEtsXcd9QsAMwr/+OOPEAQBbW1tSE9Ph9FohK+vL4xGI2prax0CUk0mE3Q6HYKDgxEXFwe1Wo0RI0bAza2z1IeHhwf279+PwsJCVFZWoqCgwMHG1pWETkTq7Nmz0Ov1LGsFJUFtbm6G1WqF2WzGmDFjMH36dEyYMAEGgwFbt25FUVERC2AfSEilUsTHx6OpqQn19fUICAiA1WpFfn4+goODMXHiREycOBE1NTXQ6XSor6/HiRMnkJSUhLi4OMTGxsLd3Z0FPHcnFfSXgKhUKnh5eSE0NJSZAUpLS3Hw4EGnG++Vhp+fH8vPB3R6IlP2F0JtbS1kMhlaW1tRU1ODkJAQBAYG4oEHHsB3333XbVylK4IhCALq6uoQEBAALy8v+Pv7M8mI8pcqlUr8/PPPTAg4ffq0Q5sEatvVvtjb7zaoiRQP8oyKiorCXXfdhfDwcLi7uztIEN9//z0yMzMdBolXZ6nVavj5+SEhIQG33347AMcNvbCwEG1tbQ6bB3Hh/a0vZbFYUFZWhqCgILY5SqVSvPfee3jhhRfw/vvv96ldZwudJ1bOPJbEKkBvb29MmDABiYmJyM7ORlBQELKzs7Fp06YeBX96eHjAZDI5SEq0AchkMhbPRESCD2ql/hPxprx/qampWLhwISZOnIji4mJs3rwZW7duxZEjR1j7FAdFRIgIFJXW4AsX8rYuhULh9FuePHmSEbW8vDy8++67LOfizz//zBwmbDYby4EYGxuL1NRUTJw4EYGBgUy6s9vtePnll1FWVoZ9+/bhhRdeYCpPgisi1dHRgdraWixZsoS5spONjLfhrV27Fhs3boRGo4HRaERiYiJuvfVWHDp0COfPn++R12hvNhSZTIaxY8ciPj4eGo0GZWVl+O1vfwu9Xo+oqCgoFAp4enpiyZIlKCwshJ+fH55++mkMHz4cMTExcHd3R0ZGBv7yl7+gsLDwiqvakpOTsXjxYjz22GNQKpU4f/48du7cib/97W9X9LkEcfqwkpIS6HQ6lsLqT3/6EwoKCi67r7a2Fq+99hrq6+uxZMkSjB07FgCQmZnpUJalpyDJPSYmBnl5eQgICEBiYiKzTVHm/pSUFJZxQny/eE+l487O9xa/CCLFb7Y2m40VpwM6k1lu3boVb731Fm6++WYEBgYiPDyceQ0FBwfDz88PpaWleOmll5CWloZhw4YxdRMNtEKhwKpVq1BcXMyyfbva5PsCu90OnU53WfLXioqKfi1WfoLw0gIvUbzyyitwc3PDmTNnmIs3ZSWYMmUK/P39MXv2bEydOhVWqxWtra3Izs5m2QJ8fX3xyCOPYMKECThw4AC++uorZqcidQpJTvzzaUN3ZtDlS68Dnd9Vo9EgIiICa9asgdVqxZgxYxAeHo5jx47h559/RmlpKZPK6H2J2JFjBtl7qC9UD4pUZLx6kL4/jRtvK6P2BUFATU0N1qxZg7/97W8ICgpCc3Mz9u/fjx07dkCn08Hd3R2jR49GRUUF5HI5vLy8EBERgczMTGazIkLCx+m5AkmjjY2NlxnA6T6z2YyKigrMnz8fnp6eSE5OxldffYVHH30USUlJ2L17N/bs2YPCwkKnziPUXm9gNpuxdu1a7NmzB3fccQcWL16M+vp6fPDBB4iKikJbWxseffRRyGQyzJkzB6NGjcLo0aMRExODrVu3YseOHWhubkZubu6ABIF2BbVajaCgIERFRUGj0eCFF17Avn37cO7cuSv6XB5iBtLT0xMeHh4A0KXjjM1mQ0NDA/7zn/8gJiYGSUlJkMlkuPvuu7Ft2zYUFhb26Nk8EWlra8P8+fMxduxYaDQaSCQS+Pr6orGxEcXFxSgpKYFcLndJBMUEif6J53KfHHF6fcd1CH7zq6mpwYEDBxAVFQWZTIawsDBMmjQJVqsV4eHhzCEiMDAQjY2NsNvt0Gg0ePzxx1l+P1LxAUBLSwvq6uqQk5ODbdu2uczyzdsh+gKLxYJz585hxowZUKvV7PjZs2dZsCrv1tlT8ESKnyA0ZqGhoUhNTUVoaCjS0tKYHcxoNMJmsyE4OBgqlQphYWGstMkTTzwBjUaDRYsWISwsDDNnzkRaWhpCQkIQFBSE0tJSHD9+/DJOnSQhXr3G25xoYpMETESEXPM1Gg18fHwwduxYeHh4wMPDg3F6FKDJq8x45wg+aJmkNwJJVPR86h+5bvOed/b0ACcAAFAKSURBVET4yMlBLpcjODgYd911FzQaDU6cOIEDBw7g4MGDzN4kkUhw4sQJtLe3Qy6Xw8PDA1VVVaisrGSJcMkWSd+pO+aHHy9XsNvtaGxsZB6T+fn5SExMxPjx46HVaiGVSlneOoIr1Y2zc2KQKnTatGkYO3YsAgMD8d5772HWrFlQq9UwGo1QqVQwGAzQaDTM9tTW1oaCggKcOHECRqNxwOunOcM999yDGTNmIDU1lTGDZIe6ViA7Os3RYcOGobm52amq327vLDPv6+vL5mVRUVGXqj7+W4r3BZorZ8+eZZlX3N3d2fehdp3ZKsU2YzHERKq3zmaDnkjx7uMAUF1djQMHDrC8U2FhYUwNo9VqERMTg8DAQERERKC6uhqNjY2QyWT49a9/zbIONDc3o6ysDN7e3igpKUF+fj6OHTuGjRs3OiRLFDtf9AfkwUccFH3Ajo4OeHp6IjAwsE9EigfP4QCXvPUCAgKQlJTExpC82mgz5p0v3NzcUFlZienTp2P69OmIi4vD/PnzoVarWWJOcsEmOJuQtOnz9iySnEi15+7uDpVKBZPJhMjISISEhCAhIQHh4eEsM3RJSQkrFUCZzcWESkwEyUmCfy8aH+oHX4+M7GF82wSqGbVw4UKYTCacPn0amzZtQklJCbP52O129u3kcjmMRiOzG1F7RPR4KbM/kEql8PLyQlRUFKKjozF8+HC2AUdERMDT0xM6nQ7r1693Gdza2zlN4xseHg4/Pz8oFAosW7aM5XEDgOjoaBQVFcFsNqO9vR1ZWVkoKytj6serZQeaOnUqpkyZguDgYOTm5rrM5Xc1QZIUqd8iIyNRWFjoQKRozcjlckyfPh1hYWHMJlpcXNzjd+jK3kn7KXk2i5lbV22IiZWr+dPbeTWoiRRtZnxwZ0VFBZqbm3HbbbexFEZUtpsSiXp4eLCU++QKTbWNdDodTp8+jcceewwLFizA0aNHHbwBefC1i/qr9qNNmRYz/b98+XLYbDYUFxf3ye4l3uzE2chpvEwmE4t2pyBY4JK7OHmfKZVKfP7558w7bty4cWxsqc2srCxWXp3vg93emQGaanTxMUx8ALHFYoGPjw8iIyMRGxuLjo4OzJo1CxMnTkRKSgqsVitWrlyJ0tJSmEwmVtZAoVCwMSLvKKCz3AG5j1P7pM4jG5fVamVqSTpO9ygUCiZZUn49qVQKg8GAcePGYfXq1VAqlSyQkaRttVrNCCJf74zGgTYckjApc3R3WSeoHTF4qVSj0WDOnDn461//Ci8vL9hsNnh7e7NAccpRxydM5sFLdb3F1q1bIQidiUpra2uRmprK5pYgCHj33XdZdeITJ06gurr6imVBdwYKsm5vb4dOp8Pvfvc7HDt2bMDKw/cV/v7+0Gq17Bv6+flBo9E4qMxUKhW0Wi38/f2xcuVKqNVq5OXl4a233urW2cQZoyg+Rr/lcjkmTpyI6OhonD9/HkeOHLmsPfG3Ejti8cwg/U2Mb28wqIkUzwUDl4iW2WzGQw89hEWLFmHhwoVYsGABPD09HVQqBKvVioqKCnz22We46667UFhYiH379qGqqgqff/75ZR5x/EelVDvApWzffQVtqs42haVLlyItLQ1vv/02Pvvss16lvu9KDUn2ogceeAALFy7EPffcgwkTJrBCbDxXr1QqmbRE6jCbzYaqqips3rwZEyZMgMViwT333AO9Xs+SuNLGzm+8ZBOiMbVarczBwWq1QqVSYcyYMRg+fDiSk5Nx5513QqlUorq6GocOHUJHRwcuXLjAQgFo3MhWQ79JUiE7Dy1KimMiBwkiWlSl1WKxsHx/QKetRa1WszRDFMMkkUiQkZGBjo4OfPLJJyyHmUQiYfFdxADRbz7jBKky6R85TvBFPMVzxBXRCAoKwuHDh/Haa69BEASMGDECd955JysND3RuIl988QXMZjNqamrw9ttvu3Tz7k6F0xWOHj2KU6dOseqyfHaRjo4OxgzQt7jSqj0eXl5e+N///V/cfPPN8PHxQUNDA0JDQ/tVDqe3cPUdZ8+ejY6ODmzYsAG33347nnvuOTz88MMoKirCF198gaioKJYLctGiRSgqKkJNTQ3y8vLw448/OsTcuXou0DO1LdBZxmfx4sUICgpCZWUlysrKnLbJq9Hpfl5jwzOg/3U2KbF+lFLLSKVStLe3IyMjA2VlZfj555+RnJyMhoYGjBkzBmPHjsWGDRswfvx4FBQU4OTJkzh//jzOnTsHg8HARF4+Sp8q8fIGfirgB/S/VIfBYMC2bdugUqkwf/58TJ48GYIgoLq6mhGDAwcO9FodItb/igmG3d6ZJXr37t0oLS1FYGAgJk+ezIjTI488wjZPmuQ6nQ5qtRrNzc145513cOzYMezYsQM2mw11dXUO8UYALpMMeE87Xp1GUovFYkFVVRXi4+MRExMDuVyO5uZmnDt3Dnv27MG5c+fQ0NDgkJTWw8ODbfZEVInYkNs3fS+SHvh3IqIFXGJ+eGLKO5tIpVJmW6Hr29rasGXLFuTl5TmkzKIFytfM4lWpYmcWfiNx5ibc1XfWaDS45557WKwf1ZWqqqpCbW0ttFot1q9fj6amJhiNxm6TzfaVeFitVlit1m5zt7lSI11JmEwm/Pjjj0hPT0dLSwsOHjyIgwcP9rvmUW/galzfeOMNlhR7165dmDZtGgIDA6FSqfDAAw8wW3ljYyNeffVV5uVZXFzcq3CC7sY6MjISqampuOuuuxAdHY3MzEynMWNEoPi/+f2RJKeeSHBdoVdE6tVXX8XGjRuRl5cHDw8PTJkyBa+//jpLJQIAs2bNwv79+x3ue/jhh/Hhhx+y32VlZVi1ahX27t0LjUaDe++9F6+++mqvuRla8PzC5r3WyDh98uRJjBgxAtXV1SgpKUFNTQ2+/vprVFZW4sKFC8jKyoLFYkFOTo6DV5dY3yq2S/ATo7+LzGq14vz588z9lBZNWVkZbDYbSktL+5TDrytDOL2jxWJBcXExq6VVXV3NiExiYuJl71ZbWwu1Wo2mpiZs2bKF2RJcEWxnfaA2eWIFgI1rXV0d6urqUF9fj3379qGxsRFZWVnIyMjAqVOnHPpEGz3vYUTP5Td/sQOEuB/83BFDbCdyc3NDcHAwhg8fjtGjR0MQBFYZmFTQrsYdgNPFK+5vb2CxWLB//37ExcVBq9VCJpMhMzOTpaopKCiAj48Pjh8/7jKYtzdOEj1Fd/PvaoMYFmIydTodLl68eNX74Qzbtm1DS0sLm0ujRo2CwWBAVVUV/P39YbFYEBQUBKPRiK+++gp+fn6oqqrqcWb0nkrHYWFhmD59OiZOnAiFQoHQ0FDEx8c7PEfsNCEmUrwduD+qYwCQCL24c8GCBVi6dCkmTJgAm82G5557DufOnUNOTg7zSJs1axYSEhLw5z//md2nUqlYHaCOjg6MGTMGwcHB+N///V9UV1djxYoVePDBB/HXv/61R/1obW2Fl5cXAMcNSsyxi2NtHF5cRITEv0mV5+penlumjW8g3NHFsRMDAV7dwzuauFIr0fWu+sH3sS9ejeRmSy7odrsdCoWCEUzaRIKDgxESEoKTJ08yqYbcw81mM3sueUTR+8nlcrS3t7N5QbWfSN1LGS/ot7g4InGAKpUKdrsdJpOJlaSnPghCZxLQJUuWYP78+QCAvLw8fPDBB1i3bh0AxwzyarWaqf+AS7kEyaZJY86Xm3E2d7tb8MuWLUNCQgKUSiU++eQTREREoLS0tFu35K42FH5tXAvC4gp9WSNhYWEoKyuDIHTG4+Xl5WH8+PFXoHf9x8GDB7F582asW7cO8+fPR3NzM26//XaEhYVh4cKFvV53fA7TrrBkyRI89dRTGD58OIBOLU9eXh4WLFjgMEdoz6U9WOyARCYBnhkUM5AWiwUtLS0OdeLE6BWREqO+vh6BgYHYv38/ZsyYAaCTSI0ZMwZvv/2203u2bduGm266CVVVVQgKCgLQmevrmWeeQX19vUMGcFfgiZSYowZ6p3qjAXaWX04smdHziGvor9v51QZtsMAlN2c+8Sov1ZBzQHfqxd6OARmEycjr7u4OvV7vIAnxcUx0nCoAk1s4n9qJXyikWuM98uhvsiN5eHgwIkbv7izzBh/DRZmhATDiNmrUKMyYMQOTJk1CVVUVNm7ciPz8fObJx4+1WGUoCJcys5NtRswoOXOg6I5I8ZoAUk93JSH2pM2BJFK9VfV0hd624+bmhoiICBQVFeH06dPYsWMHfvzxR6dOAdcDKOUW2Wxpzkgkkj6pJ50RKWf2ookTJ2LhwoWwWCzYtWsXGhoaYDQaUVNTc5k0xktS4rUoZrJ4YtUbItUvmxQFmfr6+jocX79+PT7//HMEBwfj5ptvxh//+EeWOPXIkSMYNWoUI1AAMH/+fKxatQrnz59n0dM8zGazQ1xLa2vrZdeIB1+8eboiOjSwgGMBQHGpBv563ujNP38gpZ8rAdqMeWO1WN3GFxx0NsHEBEmcEYIv5OdM7QWAET7iZklqpcXCb6z0Hfi8g5TjjmdKeImQ9/LjpRci0rzrO707eS4CcCgdQp5+fBYMaq+wsBDt7e04deoUmpqaUF5eDoPBwJ5Bdi2yu/HH+edKJJfyF9I5XuoVf8Ou0Bfnne7a7On5nhAwXk3U3T0DbbMir0rK5p2Zmck8Q69H8N6G9F37q63piQ3y4sWLaG1tZTZmyhYjVvHxv3npCbi0r/DEr69qvz4TKbvdjieeeAJTp07FyJEj2fG7774bUVFRCA0NxZkzZ/DMM88gPz8fGzduBADU1NQ4ECgA7Ler4l2vvvoqXn755W771BUn2NN7aPC7UgWKF5qza65H8O8mnmD8byLW4kwErqQmZ+Pb1ZjzbfDxQcAlYiduh3di4MealxpoUfDSBP+OPIfHv4tYFcG3SwSNVIa8WrmlpQUGgwFlZWWMs6X+EUHjJSjes4/6xTtPiL/HtVStuZrPPSEcfSFa4jav1FoyGAzYsmUL9u7di4qKiquen+9aoqtvx5/T6XTQ6XSXESP+vu6k7u7mTldtiNFnIrV69WqcO3cOhw4dcjj+0EMPsb9HjRqFkJAQzJ07F4WFhYiLi+vTs5599lk89dRT7HdraysiIiIcrnH2wvzm0xMOk1czdbVRCMLlKemvd7UfvVd3XkAkUZCawVk74rHmpQOCK46PiCC1xavt+M2a7EJU2p2IAKkhyZZDBIlv39nGxzsjUDJbfsGR0w7/Hrx6gkqD0PN54krJWklVLZYuyWWdf6aYEyXVnJhIiY3QVwu9eVZfiKlYZTSQbXeF1tZW/O53vxvQNgcrxIy3MyLiSr3H3y9mBnl0xdReUSK1Zs0abNmyBQcOHEB4eHiX16alpQEACgoKEBcXh+DgYBw/ftzhGtLhBwcHO21DqVQ6ZDAg8Fw3bXKAoyODeAPkryf9KZ8njv8gFGTKi638RxJf35Uofq0kLVcTrKvreKmAh1jy4Nt1dpw/x6O1tdXpcbHazmq1XpbDjR9jVzWXXHHHXX0f8TkaA7KDOWtXXEOL/+2sD10xSs7OkYrwekJPmLHuJCzxdb2VxMXXkDMN9U+r1bJ0VBTSQOfsdjurR0br2WAwsBg5cuLhg9gBsIQAdrsdKpXqsrpcpLYGwK673nAlaj31Bz3dD7uv0yBqdM2aNdi0aRP27NmDmJiYbu/JysoCAJbhYfLkyTh79qxDOeedO3eyJJi9AU8saMKRxxhvd+FVO3SeL5jHZ0vgs1STFxi1zVen5e935QUoHrtrBV4iEP/mOXY6R+PJq9fE9/b0OO/qfaVVOb909HTceGbK1T19Ub3057vxEqJYxSzuszN1b1ecPjGwdD9lB6F1arPZ4O7uzq6jgHHyKFUoFCyeTq1Wsyz5AFh+Rqr5ZbFY0NbW5qA6JimZ4sMGE66lSrmn6JUktXr1anzxxRf4/vvvodVqmQ3Jy8sLHh4eKCwsxBdffIEbb7wRfn5+OHPmDJ588knMmDEDo0ePBgDMmzePFWJ74403UFNTgxdeeIGllukLxJObiId4woudBPhrxdHQvJqF7uXv4a+5ntHVJHTV/95M3K64YGfqgCH0HT39Lj2dl12pcgYaJNVERkYiKSkJhYWFyM3NddonZ387U5Py11HfKe0Vfw9vDyTplPYGOi5OF8Y7ANF5IkxiJwJe20I20WudYumXhF5JUv/85z/R0tKCWbNmISQkhP37+uuvAXR6Ve3atQvz5s3D8OHD8fTTT+O2227Djz/+yNqQSqXYsmULpFIpJk+ejF//+tdYsWKFQ1xVTyHmvkjsF6fnIPD2Brlc7pBAkc9ewHuO8TYI8cR2xvldj+AlGbFk40zS6eqdxPYaVxKaszau93G6WpBIJL0OXKf7enpczGQRiNkSz2H+N93v7Ft2p5qj9FLinIAymQy+vr649dZb8a9//Qt33HEH5HI5Gwe+D87eoav5xJdmocwwZM/kK2dLJJeSFlP2ET6HI3n/0T/efkrZ69VqNQuH4NMQkZpQrVZDq9VeNkbXKwYD49ivOKlrBYqT4nX2FAMDOC40cfyNIAjQaDS488478dRTT2H9+vV49913HfTIYtUXr/6i/4l4iau9Xm/g37870DuIXc+7+1ssWYqN/jyuR1391Yavry9mzpyJn3/+GUaj0eXccUbIaEzJsYTQk/kn/h5iLYGrIG7xunJmWxKEzhieadOmYdGiRcjKysLnn3/OromMjMSUKVPw8ccfo7W1FevWrcM333yDuLg4bN++ndkeXdmtXL0n/aZyJIBjQDQFVFNGFKlUiqCgIDQ1NTFnFUrqSuNAZduJSMlkMmg0GlgsFofikuTtaTab2fMpUfX1uh9cT6AxuqJxUtcaPPEAHCcwH/NE18rlcowZMwazZ8/GggULYDQaWSApcUXidDnOuMze2KL6AmdqhYGEWA0njhR/+umnkZeXh/379+PWW29FcHAwjhw5gkOHDl1my+LbIVwtiWnKlCmYM2cOkpOTYTKZsG/fPpw5cwYhISHYvXv3delerFAoEBcXh6eeegoymQxHjhxBRUVFj+7liYzYkYf/LrwHpDNbDg+xtOUsuFN8vbP7JZJOL8asrCyUl5c7lIwYMWIEFixYgCVLlkAmk+Hrr7/G7t27UVhYiOrq6sscUMThAd0RTeo32ZvFAeqUOdxiscBkMqG9vd2B6TSZTMw7kzQrvA0agEOcnkwmYwysm5sbvL290draCo1GA6lUesULNl4tXC/mjEFNpLoyDvPH6e9Ro0Zh1qxZmD9/PpKTk1FbW4uRI0diwYIF2Lx5s1NDLv0N4LLUR85sWAMBf39/lqvLYrGgqampy2Jm3UFMlMTHqQR6bGwsDh06hPj4eISGhiIsLAw33HADSktLER4ejuTkZBgMBlRWVjpkY+DR1e+BnvB+fn6Ii4tDZGQkfH19odFoEBkZiaqqquvOKw7orKWUlJSEhIQEnD9/Hk1NTX0mpOL5Rn9THaKEhAQEBATg4MGDADq/cVVVFcvkzt9D7fX0Wa5gt9vR1NSE5uZmh2ekpqYiLS0NkZGR2LBhA3bs2IELFy5Ar9ezJLSu7JbO1qCz/tE/Pmifz0BCabFsNhtLb8WHTlAohMVicVBViu1dRLx4QkpZU64UU/nfjkFNpHpiO6G/JRIJZs2ahYULF2Lq1KlMNF+yZAlSU1Oxa9culg+Od4Xm2+FLc9CkvRITc9iwYUhLS4PJZEJNTQ3OnDnjIPH1F+JNx8vLC3PnzsWyZcuwevVqyOVyzJs3Dw8//DDc3NzwyiuvICQkBDExMaiursbmzZuZG7krAng1YDKZUF9fj9bWVixYsABz5szB2LFj8d5770Gj0biM9boWcHNzw4QJE7B8+XK4u7tj+fLlLGCyp3CmChN/S5VKhYkTJ2L58uWYOXMmHnvsMQCdta22bt2KtrY25v3qzLjvLHekqz66Wn9iwjJp0iQkJyfDYrHgpZdeQnl5OVO1UTv8vTzzyRObrtSNAJg9ur293SFIuq2tjdmepFIp9Ho93N3dHeyyHh4eMBgMMBgM0Gq1rDo02bH4XJ5ms5klgqb75XI5q7LcE5B6kJw4WltbWZ94tSNfNoY/bzQaWf+pTwONK8WE9xaDmkjxDg9EdHijtFglsn37doSFhWHy5MmQSqUIDAyERCKByWRipeMrKipQVFSEgoICAI52LWqbV/X1JV8gD2ccZGpqKlavXo3g4GD89re/hUKhgKenJ3x9fVFWVjYghIqe7efnh2XLlmHu3LlITEzEunXrEBoaCpVKxd7t+eefZ5OUkk3m5uYyQnWtHCJ27dqFAwcOIDQ0FH5+fsxO8z//8z+YOnUqPvzwQ+zdu/ea9I2HVCpltYtycnKgUqmgUqm6LZXRF0ycOBHz589Heno6pFIpPvroIwBAQ0MD/Pz8cPPNN0On0+H48eP405/+5LIdV5KNM3RFxARBwO7du+Hn54f09HS89dZbeOSRR1BdXe30HrEETP3gc8GJiRo5MZCajdR2JEUBcCirolarHZIKt7e3M80A1WsaM2YMPDw84OXlhYkTJ+L5559HbW0tk3xpfdhsNjQ0NMDNrbPKNa2RrmLi3N3dcf/99yMhIQHDhg2Dl5cXFi9ejDVr1kChUKChoQFmsxkLFy7EDz/8gB07dmDFihW499574enpierqarzzzjvw8PCASqVCfX09/vOf/3T7nfqDaykhDnoixUs04pQ65NFDnj4jR45EVFQUy+v25Zdf4syZMzAajXjzzTchk8lQW1uLmpoaNDQ04Nlnn2UbsThNEBlmnenMe/sOYtTX16OoqAjR0dF4/vnnUVpaihMnTuDFF1/sE4HqjojMmTMH48aNg1wuh7e3t8t3cnPrLCn9wQcfICMjAxkZGTh06BAqKysdNo+rJV2ReqayshIvvvgi4uPjkZaWBpvNhunTp2PLli1X9Pk9hVwuR0hICJ555hkEBAQgJycHtbW13TI2zsZPvEmLcc8992DatGkAOkuurFu3DnK5HNHR0bj//vvh4+OD0tJS+Pv7w9PTE21tbS4dIYCu3dK7Y1CkUilCQkIwa9YsJCYmQiqVwtvb24EQiecar85zNg+deSG6UlvSuqUinryNae3atTh+/Dg2bNiAJ554Ah988AGioqIwbdo0TJkyBfHx8ZDL5WhtbcXhw4eZBCqXy5l3IElC1DbFS3X3XaVSKeLj4zFnzhwEBwdDJpNh+/btCAoKgkQiYdlUvL29MXz4cDz88MPw9/dHQEAAZDIZVCoVnnvuOcaYt7e34+abb8bKlSt7XD6+O3QlOcnlcgQFBWH58uXw8/PDrl27cOjQIYf6egOJQU2keM81sWcSn32CjLoEo9GIAwcO4Mcff8SFCxeg1WoRFBQEuVwOHx8fREdHw2Aw4NZbb8X+/ftRWFjI2hTbqlwtlp7CGcdKC8HNzQ2xsbHQarVoaWnpl0gvXshqtRpBQUFIT0/HsGHD4OnpCbvdzoy/NpsNRqMRhYWFCAkJgclkgs1mQ2JiIgviDggIQGRkJN577z1WbbWrZ14JEKEqLCyEzWaDh4cHjhw5AqlUCp1Od0We2RuEhYUhMTERc+fOhVqtxvnz55GRkdEjW5Sz8XM2jvzcI1WVxWLBqVOnsH//flitVkREREAqlSIiIgLZ2dmswnF3cGZjdKUKFM9lqVSKhIQEJCUlwcvLCy0tLcye6eo5zhicnjA9RDD4KsB8FhlaqzKZDGlpaZg4cSKCgoLg5eWFBQsWwGQywdvbG6GhoSgvL0dycjKqq6sdSqfzKbj4FFmCcKnCsFwuh7u7u8uaXXTvxYsXIZFIMG7cOEyaNIkl1havIar0LH7XmJgYJinqdLpuS7H0FNHR0TAajQ7JFoDO8jrTp09HUFAQ3N3d4e3tjenTpwPo9Kz29PREXl4e8vLy+lWh3BkGPZEiAyZvH+INqfTParWira2Nefd8//332LVrF/R6PWJjY3Hu3DlotVr4+fnBy8sL/v7+eOyxx1gm4NbWVof0STTpxdJcX95BzC2q1Wr4+vqyY0ajsV+OE87g6emJpKQkPPXUU/D392cSp1qtRkNDA/R6PRoaGrBlyxZMmDABOp0Oer2ecaWhoaEYNmwYJkyYgLVr17I0NK7sC1cDdXV1yMrKwsaNG2E0GpGfn39VntsVkpKSsHjxYqxYsQLffvstvvnmmx6XhuiK6XHFHBUXFyM2NhYymQwHDx5Ebm4uGhoacOLECeTn52PGjBnIyMjAsWPHHBg5Z8/qSuVH58RhG2Ib7vDhwxEVFQW5XI7S0lIcP34cZrPZYU44mzOujosdJ+hauVzO4q5sNhtzOedVhBJJZ0DxbbfdBh8fH0RGRiItLQ2CIOAPf/gDGhoacPbsWbz++utQq9XIyMjA3r17UV9fDze3zqrRNpvNQVVIUiFlyXd3d4dGo2Eu7M5AJTA2bdqEZcuWYfTo0Q5ZLlyNjfi9yeHDYDDg0KFDA0Ichg0bhsbGRpaqDugkin5+fli1ahVGjBjB6rnpdDqUlJRgzJgxGDVqFL7//nvGLA4kBjWR4lUEvGqPl5xIFNdqtRgzZgzCw8OhVquxZs0a7Ny5E62trSgoKMD8+fNhtVoxZ84cLFq0CLfddhsiIiKwevVqJCcn45lnnoHVamULgbeH9UTEdwVnhO3UqVP47rvv8OyzzwIA3n33Xfz973/vU/sE8WRvbW1FaWkpPD09IZfLHWJMHnjgARQUFEAQBFRVVTlsRH/+85+xZs0aLF68GJGRkfj666+Zt5SzZ15NexWltDlz5gwKCwsHnLD3Bd7e3vD29kZeXh5++OEHnDt3rsf9cjV2XR1/8cUX0dTUhDVr1sBiscBgMLB0PadOncKpU6fYtX1Vy/L3deXQIAgCSyGk0+lw4sQJvPXWWw7MI13H98FZUK8rBw0iPJQUuampCUAn5y+RSJjEqlarYTKZIJfLMWHCBGg0GmRkZOD777+HwWDAXXfdhdOnT+Onn35CdnY2Vq5cyXL4CYLg4BUJgHnf0nGpVMr6UFxc3OX42e12XLhwAQBw4sQJfPPNN1ixYsVl79WT7yMIAlQqFVJSUgbEo3XXrl0Ov6VSKaKioli4x+HDh5Gfn48zZ87gk08+AQDccccdmDp16oATJ8KgJlKAo46eJhSft49UW/Pnz8fMmTMRGRmJpqYmfPjhhw6Ga8rTd/ToUdTU1MBgMODhhx9GQkICWlpaEBQUhLq6OiZFEXGhBSSXy7v0JOupOnDWrFm44447cPPNN7P3WrhwIUwmEz744IM+jZGzyW4ymVBZWYmNGzfixIkTiIyMxNSpU6FSqVBdXY3a2lpGfPl+WywWLF68GGFhYSgpKcGuXbscVFdXQ8XnClKpFNHR0XjllVdQWFiIjz/++LJFdzUxbNgwTJ06FXPnzoVSqbwsZ2VP0JX6Swy73c5ifqRSKfz9/XuU2cKVt5yz5/AEhVeBO2vPZrPh3LlzMJlMaGhouKxMu1htKJ4vYunJVT/pHGWT4KUYyg5hsViYeu7tt9/Gq6++iry8PHz33XewWCw4cOAADAYDWltbWS4/pVLJ1P+33HILNm3ahAMHDgAAG2NKwyQIQp+CeE+dOoXy8nLs3r0bSUlJmDJlCiZPnnzZdxN/ExoXYs4jIiKcuuf3Fx0dHWhubkZVVRUkEgm8vLyQn5+PzZs3s2tCQkKQlJSEqqoq1geSPAciZmxQEynes05sZHXG4QUGBsLLyws6nQ6ZmZlsAMmNkzi/4uJiB09AjUbjkFCSXzx9dZhwhQULFmDSpEksI3xFRQUKCgpQWlo6oM+x2+1ob2/HDz/8gIKCAvj5+aG4uBhKpRL19fUsEBS4tED8/Pxw7733IiIiAjqdDufPn0d+fr7LmKnuoFKp4OPjg8rKyn6/z8qVKxEaGoqQkBDI5XIUFxezopxXErRRiYsuxsXF4c4770RkZCRyc3Nx5MgR1NfX95vb7IrZUSgUmDZtGhITE2E2m3Hq1KnLVGs9QW++ZVc2KQAOzJyr+1y12xN7L38dOTeJq3tTVhjSsFRVVWHt2rXIyspCY2Mj3NzcHDL/E5EiB4Hbb78d3t7eTLISSyzkVUrqxe4YVh7t7e2s1EtxcTEKCgpw4sQJhIaGIj09nT2XYDabme0VALKzs5GdnY2cnJwrEryu1Woxbtw4zJo1Cz/99BNOnDiBkydPorW1FYGBgRg2bBiGDx8OHx8fp16XA4FBT6SI2+dtQmK3cBLHPT09oVar0djYiLKyMharQUSKrtXr9Th06BCCg4MRFhYGPz8/hIWFoa2tjXmwkB2Kz93VE3QnUU2ePBlxcXFMKiwpKcGBAwewZ8+ePrftasOxWq3YuXMngE5bxokTJ9g5nsBrNBpoNBqMHDkSL730EioqKpCVlYWjR4+ivLzc4Rk99QwDAI1Gg7i4OFRVVbnsN/+NnZ0nZ5ennnoKoaGhaG9vx8mTJ/Hdd9+xMIK+gsq709wBLtlBqfw8XVNVVcXuUyqVSE5Oxr333ou8vDxs3rwZ//jHP/rUh64cJcQqIY1Gg1tvvRUjR45EdXU1Dhw44JBuqKfqQ7GNVKyWc+U4Ie4fcGktUk4/uofcp5VKJVPRAbgsPZIzxw1nfRSEzizkFosFKpXKgWnlPXMlks40Ru+88w6MRiP7hsRs0HwLCQlBQEAAkpOTsXjxYnz22WdoaWmBTCZjibDJ9b2jowNKpZJJVL0hUkDn3lFZWYnKykocP34cCoWC1eIbOXIkAgIC2LVUPsTDwwOtra3Yt28fNm3ahHPnzl2RWClykLjzzjvx6quv4sCBA9Dr9QgPD8eIESMwZ84cjB49GlqtFmq12uH7DFSM4qAmUny2Y95uIvaE8vb2xvvvv88kIqVSCX9/fzQ2NjI7lvgDC4KA2267DcOGDUNYWBiOHDmCG2+8EWfOnEFjY6NDETyg+7LdrvT2YuzduxcqlQqpqakALpVLJ06vJ8/oC1ypdgAgPT0dy5Ytw4033gi5XI477rgDFy9edBgzYgQ0Go1Tt2ZnUCgU8PHxcXlepVLBy8uLqWHEhEqlUiE2NhZ/+tOfoFKpWJqrhoYG5OXlobW1taev7xRxcXEs+8eqVasgkUgQEBAAb29vfPXVV8yJpL6+Hn/961/ZfWazGefOnUNHRwd27tyJDz/8sF/94OGKQEilUgwbNgyzZs1CcXExvv76a1ZXqavCc9SOK2Iofo4zuHKisFqtLMTDYDA4EKOZM2diyZIlSE5Oxh//+EdGJHbv3n0ZMRQTLHGFA7vdzlyvKZiXJyQSSWf5Dgr2vXjxIgwGA2uDbIQymYwlid2wYQPCw8PR0dGB0tJSfPzxx6irq3NQHfIu7aRWBJxnxegNLBYLMjMz8fzzz2PVqlVYsWIFGw8+x9369euxadOmy+rzDSToXTQaDVauXIn09HQoFAoEBARg2rRpTD3q5uaG+++/H++9996AucETBjWRAhyDbcU56IBON+lRo0ax4D4S50eNGoXy8nK0trY6TC6aDHa7HYcPH0Z4eDhCQ0MhCJ1BgCQ9UbZl0gmTV1F/8X//93/w9vZmREqr1V6mvugtutpkxASd51Dd3Nzg7u6ONWvWYPTo0bDZbDh69Ch8fHzg5eXF8pWlp6dDLpcjODgYt956K/7yl79g8uTJsNlseP31112qIWpqarBr1y6X/Zs+fTruu+8+6HQ6eHl5oba2FmfPnsW6devwxRdfICEhAVqtFgEBAXB3d0dbWxt0Oh22bNkyIFxlTU0NRo0ahVWrViElJYW5TxsMBtx33314+eWXcfLkSZSUlLB70tLSMG/ePCxduhQ1NTXo6OhAVFSUg4uwu7s7oqKiMGPGDOzfv58Z0buDM6JB89XHxwfr1q1DREQEQkNDkZCQgLlz5+LFF19EamoqZs+ejaKiIuzevRsVFRVdukh3Zf9y9mz+uJjY2Ww2uLm5ITw8HOPHj8cPP/yA8PBwmEwmnDx5Evfccw8LRDUajTh9+jRWrVqF1tZWp7YoYob4eerv7w+9Xg+bzcbOESEj246npyesVisj2rSGyaPVYDCwmKobb7wRHR0dzLX78ccfh06nY0SJiBnFSqnVasZEyeXyfq9Xwh/+8AdMmDCBqRPF4z158uQrHqwukUhQX1+PnJwcSCQS/O1vf8PMmTNx55134tSpUzh69CjS0tIQHR2N7du3XxFpbtATKR68iE+cjsFgYBIT0BngmJ2djYKCAiaOir2UADgQPsrVxWc8F3OnrjbanjpMKJVKjBkzBlOmTMGoUaPYcV9fX6hUql6PBT27p+AnvyB0FoILDAzEAw88gPj4eBgMBpSUlODnn39GdXU1TCYTtFot5s2bh1tuuQVKpRJarRbDhw/HihUrEBUVBb1ej6KiIhw8eBD19fWXSYOUnscVdDodLly4gKCgIIwcORLJyckYPnw4IiMjMWnSJACd33PXrl2YM2cObDYbGhsbYbfbmadVX4Of/f39MXfuXMydOxcJCQlQqVQ4ePAg7HY7hg8fjtjYWKSlpSEiIgJtbW0oLS1FZWUlwsPD4e3tjcjISBw9ehQtLS0IDg5GamoqduzYgbS0NKSmpiI4OBhKpRJlZWWor693kDJ68p3Ev6nPFLiuUCgwZcoUPPXUUyyX3+jRozF8+HA0NzejpKQEn3zyiUMSWjER7Mn86eoaiaQzw7jVakVgYCDGjh2Lu+++G6GhodBoNAgMDIS7uzvCw8MhkUhgMBjQ3NzMVN2u2nfmQMGr9ihXH5+7j9Yu3U9OFJQSiVKi2Ww2tLS0wM3NDadOncLu3btRWVkJrVbL2qJgW15FqFQqWfs90Xp0BS8vLzz66KOIjY29bO2TVFhQUIA9e/b0ODlxX9Hc3Mwy9VdWVmLRokUs0JkclcrLy3H69Gls2rTpiiTXHdREilcLiLk/slG1tbWhqqoKRqMRUqkU1dXVOHnyJNPhiu+jtsQxURKJhAW08kSqJ2mRekKo3N3dkZ6ejvvuuw+hoaHseG9KbXT1fB7iDYAnUMSxBQUFYfz48XjqqafQ1NSEs2fP4tixY4wTt1qtTOKbOnUqM/7K5XL86le/gtVqRUNDA26++Wbk5eWhpaWl14u3pKQE27dvx4QJEzB58mSEhoYiNDQUSUlJMJlMyM/PR2ZmJjZu3Ag3NzcEBATAZDIhLi4OxcXFqKio6JPzBHkxzZ49GyNGjIBOp4NMJkNmZiZLf9PY2IgZM2awCq+ZmZk4d+4cLBYL29Da2tqg0WiQkpKCm2++GY2NjVi6dCkWLFgAqVSKrVu3svpD3RGp7uYQqR0lEgk8PDygUCgQExOD1atXs2sSEhIwadIkSCQSnDt3Dl9++eVlZdDFbXb37K5cpaVSKcLDw5kWghgYb29vKJVKyOVyGAwG5gRALuTitSR+hrgvfKYHvpoBrWEiLFQ3itY3ZTRXKpUOf1utVuh0Ohw+fBjbtm1j2hd6Fu0DFNxLzhpUBbg/DgxKpRKRkZH4wx/+gMbGRvbMsrIy+Pv7s5IhpaWlV41INTQ0oKamBufOncONN94IQRBQU1MDpVKJUaNG4eDBg9i7dy9+/vnnK9KHQU2kAMegNpJ8JBKJg3ca6XjT0tJgNpvZhknEh7+POCO5XI4DBw5g2rRpkMvlEIROzz+x9MVHnLvqX0+gUqkwb948hIaGwt3dnd23bdu2HquDnD3b2SbizAZBx0hyu++++/D4449DLpdj7dq12L59OzIzMx3uaW1txc8//4wRI0Zg7dq1qKqqwsaNGx1ymJWWlvbZqFtXV4e6ujpkZGQgKCgIISEhaGlpwYEDB5CXl4fq6mq2uT/yyCNYvnw57r77brzyyisYM2YM/v3vf7Ms4L2B3W5HQUEBzp07h4MHD+Knn37CK6+8gtmzZ8NoNKK2thaff/45li1bxjICTJo0CZMnT3ZgKn7zm98wO4jNZsPs2bPh5uaGlpYWHDp0CGvWrGG2kZ7ClZ3IarVi//79iI6OxrBhwxAdHe30Or6Yp1arZaXWnTlK8F6zzuBqftE5pVKJRYsWITg4mBGilJQUAMDhw4eRnZ2NMWPGYPz48VAoFKitrcWbb77ZpU3DmVpar9czdX57ezubf+KaWxRsS9nQpVIpS+IKdLpSjx07Fk8++SReeukl5Obmoq2tjeUFJIIkkUgYYaSxJygUCvj6+qK+vt7lO3SF4cOHY+HChZBIJAgODkZHRwdyc3MxZcoUvPTSS1iwYAGSkpKQmpqKESNGoLy8nFVI7w7i8kU9xffff48tW7YgKCiI1UBra2uD3W7H/v37MWbMGOj1elb8dqAxqIkUcUVkFyJCQZsCERCpVIrExESmUlOpVPj000/R0tLi8NEoeSypBjw8PBwCdzUaDTw8PGA0Gh08hoio8ZmdezsR3Nzc4OXlxX63tbVh165d2LBhQ5+JlCuINxO73Y7ExESMHj0a+/fvx4cffogxY8bAzc0NFy5cQFpaGi5evHgZkdLr9Th48CCys7Oh1+uhUCiwfPlyPP3009BoNDAajfD29nZ4Vl/xxhtvsEVmNptZXBsPcrCQyWSYNGkStm3b1ufnAcC6detYxukXXngBCoUCdrudbWpHjx7F4sWLMX/+fFRUVCA+Ph4ymQzNzc346aefsHPnTkRGRiI5ORkJCQnYvHkzcnJyUF5ejvr6epZKqifjQtfwTgP8fS0tLfjjH/+IKVOmYPHixWhtbcWSJUvw97//HaGhoYx4vvnmm1iyZAluvPFGHDx4EGvXrsUPP/yAM2fO9Frdx/fdlcrc09OTEQqz2YyCggKUlJTgu+++w+7duzFixAh8+umnCAoKQmhoKP785z/jpptucipZ0jOIUFD/FAoFI7bkvcf3iwJ7KeyC7MkymQxeXl6YMWMG9uzZg8TERMyfPx+pqal48skn8cknn2Dbtm1s/ZOURrYu2n/ovUm93J/S8cnJyazuFml+KMzD19eX7UmBgYGYMGECTp8+jdzc3B613RcCRejo6EBtbS3q6+shCAIiIyPx5ZdfIiQkBGfOnBmQMBJXGNREisR6mUzmUDJDzAFSUkagU5yOiIjA448/jnfffZeJ1MClmA6pVAovLy9ERUWxnHbkJMBnWOftU2Ippae2KEJbWxvWrl2L5557Du7u7rDZbCxGqqf2iu4gVpmQWnTFihVITk6Gv78/pkyZgqSkJEgkElRUVOD48eM4dOgQzpw549AWLXqj0cjUeGazGVlZWTh16hTGjx8PX19f5ubbX3Rl6Oevqampgd1ux48//tjvfGZ8ZgidTndZCqsTJ06gpaUF+fn5+M1vfgNBEHDw4EHs3r0bJ0+eRGFhIXJzc3Hq1Cn4+/sjNzeXpdga6JgWQRCg0+mQlZWF9vZ27NmzB+Xl5fj3v//N1I8AcOTIETZ3ly5dikWLFqG1tRVWqxV5eXm9ep5Y1S6e7zKZDCNHjoRSqWSbd3Z2NrZs2YKSkhIEBQVh+vTpOH/+PLP7/vzzz5epIMVSnjPHDlIRkp2IX4ckxfNr0m63Y9q0aZg7dy62b98OpVKJ6Oho1l8fHx8HiYtf46RKpPaJkVWpVBAEoc/fNjY2FkqlEhUVFRgzZgwkEgmKi4tZGq0dO3YgPDwcw4YNg0QiwY4dOxycdrpDT/YjGj+SFnkQoQYu7bFULsdVVvuBwKAmUrwXmljdRpso6Zn5ya5WqzFv3jx88803aG9vZ8Y+u93Osg37+/tj3LhxCAgIYPWltFotk7b4vIHOnCh6a0figy8BsOC+urq6fhtiXRFMqVSK4cOHY/ny5YiOjmaJSC0WC4qLi3H27Fnk5OTgxx9/dCASztrTaDTMWcFoNLIklP11A+8NSLrt6OhAUVHRgAfzir8zxbYUFBTg8ccfZ0R648aNbPPoL4cplmq6m1fl5eUoLy9nqmuyE9D8FwQBR48ehVKpxNKlSzFmzBhkZ2fj3LlzPSZSYjW5OF6RQHZCmUwGo9GImpoaZGVloaysDH5+fhgxYgQWLVqE4uJiVFVVwWw2Y+PGjV0GIPPEUSzFEcHgfwOdAbOkbqTr3dzcEB0djUmTJuGzzz5jmzPZlKqrq9HS0gKbzQa1Wu0Q7kJSFL/2JRIJiwPra3yQn58flEoli8EDOj1M6bscP34c8+bNY+9fUlIy4OuL0sbZ7XaX88HT0xOBgYEwmUwoKipCfn5+t6mg+oNBTaToY/HxSmQnoo3dw8MDPj4+0Ol0LNjMYDBgy5YtGDNmDAAgNzeX6ZtvueUW3HLLLbBarSwmAOh0Zff19WUqn46ODsjlcpcOE70Vq319ffH666+zwL3W1lZ8++23/VIdiPsiXvharRbr169HaGgoiytxc3NDY2MjfvjhB6xfvx7p6eldqglo05g4cSISExPR2NiIVatWsbo4lF7paiAlJQU33HADgM58h2vWrOl3QG9P0NHRgYKCAuawEBUV1SsOtyuIvxn/u7fSOsFqtTJCIJVKUVFR0Ss3eGf2TGf9sFqtOHr0KIYNG4bq6mrs3bsX+/fvx7/+9S8MGzaMEY5Ro0Zhz549+P7775Gbm+uwplw9j84BnU5HxGjSmqSihGRLomeRF59KpcJPP/2Ew4cPw9fXFzqdDt9++y2ys7Oxfv16fPTRR8jOzmZhGO3t7SxvJxEqg8HgIKWR+znF7PUWBQUFuPHGG7F06VIHJpu0QAEBAVCr1ex5L730Ev72t78NaEmaRx55BElJSWhtbXXIJ8hj6tSpuPPOO5GUlITHH38cGRkZAzbfnWHQEyn6n7dN8fmjyNDd2trKXFM9PT1Z7ENJSQnzBEtLS0NcXByCg4OZGpEScy5fvhytra0wm80OMVJ8/ALFhAC9K4JIHNhrr72GDz/8EHq9Hvv27UN1dXWfE9d2B4VCAS8vL6jVagfVBcW0PP7443jwwQdhs9mgVCrh4eGBmJgYREREoLW1lemh4+PjsXHjRtx+++24+eabIZPJoNVqUVRUhD179uDll192SD91pQhWSEgIysrKsHfvXoSGhuLixYtoaGi4Is/i8fDDD+O5556Dp6cnVq1ahePHj19RjytXDAdx8pT929W9UVFRuPvuu3HbbbdBEAQUFBRgzJgxuOOOO/D222/36Pm8BoN/vvjb2mw2nD9/HhaLhWVDv+uuu1iqH2IMN23ahGPHjiEnJ8epVsJZpQD+PHmV8nZicr4gwsGr7MxmM/PQM5vNqKurw8SJE3HTTTchKSkJd999N3Jzc2GxWKBQKJhjBnCpRAcxrwqFgrWp1+t7bGN0hv/3//4fbrjhBjaWtbW1OH78OE6ePInVq1djxYoVrEyO3W5HU1PTgLt8/8///A+8vLyg0WhcXlNfX4+LFy9Cr9f3y87VUwxqIsUPDq9i48Vt4qZKS0sRGhrKUvprtVoW2xMVFYWWlhaEhYWx45Q4srKyEnl5eaipqXFQmYgrhfbEYcKVK21SUhLmzJmDqVOnQqPRsAU20ARKrB6RyWTMsE2cW0lJCb7++muMHDkSCxcuhCAIuP3221lBRFJ9xMTEQK/Xw9fXFwkJCRg5ciR8fX1Z2z///DM2btzooCbsamwSEhIwatQopKSkoLi4GD/++GOPiIy7uztGjhwJi8WCkSNHIiIiAq+++iqL3biS8PLyYkk0vb290d7eDoPBcEVyqInnF/8tQ0NDMXz4cEyYMAFZWVnIz89HUVEROy+RSBAYGIjVq1dDEASkpaUhKioKALB7925cvHjRqSTliqkQe/8RxLZHq9WKrKws5sUXHBwMT09PWCwWZGVlMXXSV199hfLycpffW+wsIu6XwWBwmMN8Vn9ap6SaJ6co8tgliXLixIkYMWIE/Pz84O3tzZhQcmAgZw2gc08hxx2eYPN7Q2/i8xQKBSZOnIjU1FSEhITAbDajtLQU//znP7F//37Y7XbExMQgLCwMGo0Gra2tOHDgAD755JMeO030FHq9HmazuUs7eF1dHQoKCtj+eKWrDQx6IuVs8YoXstlsxrFjx6BUKpGUlISoqCiW5djd3R3+/v4OAbtUxkKtVuP06dM4fvw4I0jO6ufQxOSf2R34hebr64uRI0fipptuQk1NDUpKSq54/AMZeM+dO8ccJXQ6HbKzs/HFF19gwoQJ8PX1RVBQEJKTkyGXyx0M0WTn8/f3R1RUFMuqTpnl9+3bh2PHjvW4P5GRkZg+fTqWLFmCzMxMHDx40GHTCgkJYerWM2fOsEwTERERmDhxIhobGxETEwO73Y4vv/wSDQ0NV6x0ACElJQX+/v6or6+HWq2Gt7d3nwOvu0NXdk7KgXj77bcjIiKCpaZqbGxEWFgYbDYb/Pz8MHnyZHh7eyMkJASenp4QBAE5OTnIzs5mORh7i65sZFS2Yt++fQCA0aNHo7q6GjabDYcOHUJGRgbc3NxYBnJnbdP66uo5FouFMZa8FoXWLNkpqR3e8YGIj5+fH8vuEhgYyLx1yY1dEASm6iNPQpIixNItOXL1FBR4HR0dDXd3dzQ0NODo0aPYsGED3NzckJKSgvj4eKb1MBqNOHPmDPbu3TvgKYgAsNIurkDxYXV1daiurr4ifXB43hVt/QqDn7z8JKR8dwCYDervf/87Nm/ejIceegiPPvooqqqqEB4ezrz1qJBXfX09Tp8+jd///ve49dZbsWfPHpw8edIhZRIRJZ5Q8e7oXakmCLyUVFZWhqNHj2LFihUsJuHw4cOX3d9fdRm/0Ds6OlBXV4clS5bghx9+gCAI2LFjBwoKCtDQ0IAvv/wSP/zwA2666SY88cQTrOyDp6cnSkpKcOHCBRiNRtxyyy04f/48Ll68iNzcXOzbtw/Nzc2oq6u7rK9d9V+j0cDT0xNarRYRERGXpZa56667cNNNNyEyMhITJ07ElClT8Otf/5q5W6tUKmzatAnr1q1jOdauNP7whz8gPDwcra2tKCwsxOjRo1FeXs6kmKuFpqYmFBUVISQkBCtXrmSZCjZv3oyVK1eitrYWeXl5+Nvf/oZ//etf8PPzAwBWDr2xsdEpU9SdVqA7Jw5B6IwtfPfdd3H+/HlMnToVb7zxBgICAlgKq+7uJ4g1FuK+mEwmKBQKaLVapobig/Hb2tpYQUIiTuRSLggCsrKyEB8fDz8/P9hsNnh7e7N6XETo3N3dmS1KXEuOj7PsbV0nhUKBqVOnwsfHB01NTcjKysLatWvR2tqKhx56CE888QTCwsIcJElvb+9eO2cNFCZPnsyqltfX118RzQEPiXC1rNoDiNbWVhZTRB9KLpc7XMMTKd52pVQqodFoEB4ejpUrV0KlUsHd3R0333wznn32WWRkZKCgoIDF/dBE5t3aacj49C2A8ziE7tSAQUFBWLFiBR599FFERkbiySefxK5du5CTk9PfYQJwud2Ah4+PD3bt2oW///3vyM7ORm1tLZqbm2GxWNj7KhQKuLu7O9iseBWHVCqFxWJhqWfEGTnEcHV83bp1mDt3Lnx8fJCVlYUHH3zQQZVBlYQnTZqEO+64A+Hh4fD09ISbmxtyc3OxZs0alofxahGJ22+/HbfffjsWLVoEQRCwePFiZGVl9chdvidwVgtKPJ/ou4SFhSEvL4/FCFIsGYUzkKZAo9GweKXXXnsNO3bsgF6vd9h0+efwcOYO7op4iOc7qdnJoaA360SspRCHfGg0GphMJod8fHylXKPRCA8PD7ZHNDU1MSeIkJAQ/OMf/0BSUhI8PDxQXV2Nxx57jCVtlclk0Ov10Gg0LOM9MaU0l2UyGUwmE9sPLBZLrzZuX19f/Pvf/8akSZPw6aef4t///je2b9+OBx98EDfddBMefPBBpsLMzs7Gzp078fLLLw+IU1Vf8PTTT+O3v/0tmpubsWDBgh4HE4tB37OlpcUhca4Yg1qSokVMXBE/ccUiN3FPVL/FaDTiP//5D3Mn/emnn3D06FHU1dWxLN685w6J/Lw+nt9wuzKYdsUH6PV6yGQyBAUFwW63Y968eaisrBwwIkX95/tIm0p7ezv+8pe/IDMzEzqdjm1swKWNgcofiNvibQTOVB7O4Mq+4e/vDx8fH3R0dKC4uBiHDh26TM+t1+tRX1+P/Px8vPfee0hOTsaMGTMQFhaGN954AxcvXmSOM1cLMpkMOp0Op0+fRllZGUpKSgZU9eFM8nT2WxAENDY24sEHH2Tl0CUSCR555BHWBqXS0ev1qKysxNmzZ5GRkcEyB/DP7CnETg1iz0P+Ol6F1JX6zpnqvLv5RdVx3d3dWVwjqerIWYrPuUdt+fn5ISkpieUzNBqNaGlpQUlJCVMdUl4+sjPZ7XaWXJZSLZFqkLeL9QYUKNvR0YHZs2czb9snn3wSkZGRzD3+rbfeQnZ2NvLz868ZgfrDH/6AG264ATabDdu2bet3eExPMKiJlHghiLk8sXqOjgtCZ80oKqUNABkZGQ72JrFTBoGXTMREyhm6E1R54zvVirkaqiqg01a3adMmp+d4wubK5djVpiT+3Z3aKCoqCoIgoLS0FGfPnsXBgwcvI1IUUF1SUoLy8nJcvHgR7e3tiI2NZalarrZSQKfT4cyZM0zFdzXsYARnzgNffPEFKioq2LdJSkpi15rNZly4cAEtLS0sSNxZDFdPHIAIPJESHxfPDWdEhj8uXruu1p+4DQAsHISkI8pOzvdRnDGCHE5SUlJgMplw+PBhSCQS6PV6FuBPmgNyZ+dtXrw6UVwJnIKAewMi4CNGjEBSUhIMBgNmz57NvBKbm5uxY8cOnDt3ziEBwdWETCbDjBkzEBERgfr6euzZs+eKZD2/7LlX/AlXEDxRIQ8c4FI2CJrsZPwkaYi/hv/N25n4xLLEHfGEjiZPfzFz5kz4+fnhzJkz8Pb2xlNPPdWvKrzONhmxasjVtV1x0fzGwRPqrjaXrtogSKVSjB07FtXV1di/fz++/vprhwKCPBoaGpgzxalTpxyYjGuBHTt2XNH2xd+lK+aArqXy5gBYIlv6XiQRd0eAnD3X1fPoGN838d/i/jpTEfIJm53NV17Vx689UuErFAomUVLSWjpGWhZyF7dYLHBzc8PIkSOxYMEC7N69G3/+85/R0NDgMLcp8aybmxsMBgPUajVLQEuqbnK0ojgsSgXVGwnDzc0Nfn5+bA/iCysKQmcOzNOnT6O1tRVGo/GqEAZnfVSr1aitrQXQGTR++PDhISLVHcQEBYADUeKdKWhi8ZOe123zMU6kLuQ5JPL8E2cl53/3hYv+7rvv8MMPP/SquGFX6Is00R2R6o54idvqjcrIarVi3bp1+M9//sO40iF0glcddaUeo/Pib887DnTVhrP2enKNWIoSayzERMZV287COLpirMQaDApw5dOamUwmuLu7Q6vVslpP1D9yjAgLC0NQUBA+/vhjVl3XarVCpVKhra2NqY8pNoryRvJefRR3SW1TBvXewGw2Y//+/fjpp58wa9Ys/OpXv4Knpyfa2tqwe/du7Nu3DxaLBefPn7/i7t6uYLd3FpZMTk6GQqFAaWnpVVM5DmrHCSIQNIn5xJNi+wtweSwDER0+uzEtsu5Ubrx0RX/3dSh7o2LpLcSxK85UpPyY8e/EX+eqv2Ibgrg9nmh1tVEN4XJQLA8PVwSnKym2O3UZf4wnGOI4KN7+6OwasfrPldQlJkrOkuaKiZSzd6NjZDOitug4FSe0Wq3MbkVzm6o6h4eH4/jx46xooiAIzBkIAAvctVgscHd3Z1JVR0cHc9IgxwkKKO6t6lkqlSIiIgI2mw0BAQEICwtjKsPa2lrmKVtRUXHVTAGuMGfOHEgkEmaL7Q9ojLpznBjURIomsFj1RtwPLQL+f35jdbYg6Z9YsuIXIBEzcYaJ7tRdA4mePqsruxFwKUmvq99A94burjj0ISLVd/SGSPUEPZGYxUSHv56YGP76nkjOztoREz/xOVeEzhnzJE6Jxh8n5yqj0cjsSlTWgwgan62Cl5JoLKiGE6kLiaCROpAIE59Fo6/5+/6b0FMiNSjVfWJuiyaYWAdNk90Z90ET0JVdiSY+ryYgsZ+PmXLGRV7pjZiX3rpDTzYmsXqlK67VWbs9tXEMEaneoavx6m4cnalhu7uXX098G919v570UTxPnLXFP4eXsrpqAwBTs5GTQ3t7O4BLpXwAMOJFThakqpJKpcxV3263s/ALPpE0ABa3RypA2nOoTeqzXC6Hu7v7gFUuGEhcTSa6N+h2Lg9GSaqiogIRERHXuhtDGMIQhjCEfqK8vBzh4eEuzw9KImW325Gfn4/k5GSUl5d3KSr+0tHa2oqIiIihcRgaBwBD40AYGodOXM/jIAidmUCoKKcrDEp1n5ubG8LCwgB0ZiK43gb/WmBoHDoxNA6dGBqHTgyNQyeu13Hgq5G7Qv9Lpg5hCEMYwhCGcIUwRKSGMIQhDGEI1y0GLZFSKpV48cUXWWT2fyuGxqETQ+PQiaFx6MTQOHTilzAOg9JxYghDGMIQhvDfgUErSQ1hCEMYwhB++RgiUkMYwhCGMITrFkNEaghDGMIQhnDdYohIDWEIQxjCEK5bDEoi9f777yM6Ohru7u5IS0tjpZ5/qXjppZcckt9KJBIMHz6cnTeZTFi9ejX8/Pyg0Whw2223sbovgxkHDhzAzTffjNDQUEgkEmzevNnhvCAI+NOf/oSQkBB4eHggPT0dFy9edLhGp9Nh+fLl8PT0hLe3Nx544IEBrZ57NdDdONx3332XzY8FCxY4XPNLGIdXX30VEyZMgFarRWBgIJYsWYL8/HyHa3qyFsrKyrBo0SKoVCoEBgbi97///aAqEdOTcZg1a9Zlc+KRRx5xuGawjMOgI1Jff/01nnrqKbz44os4deoUUlJSMH/+fNTV1V3rrl1RjBgxAtXV1ezfoUOH2Lknn3wSP/74IzZs2ID9+/ejqqoKt9566zXs7cCgvb0dKSkpeP/9952ef+ONN/Duu+/iww8/xLFjx6BWqzF//nyYTCZ2zfLly3H+/Hns3LkTW7ZswYEDB/DQQw9drVcYEHQ3DkBngUN+fnz55ZcO538J47B//36sXr0aR48exc6dO2G1WjFv3jyWUBbofi10dHRg0aJFsFgsyMjIwKeffop169bhT3/607V4pT6hJ+MAAA8++KDDnHjjjTfYuUE1DsIgw8SJE4XVq1ez3x0dHUJoaKjw6quvXsNeXVm8+OKLQkpKitNzzc3NglwuFzZs2MCO5ebmCgCEI0eOXKUeXnkAEDZt2sR+2+12ITg4WPjf//1fdqy5uVlQKpXCl19+KQiCIOTk5AgAhBMnTrBrtm3bJkgkEqGysvKq9X0gIR4HQRCEe++9V/jVr37l8p5f4jgIgiDU1dUJAIT9+/cLgtCztfDTTz8Jbm5uQk1NDbvmn//8p+Dp6SmYzear+wIDBPE4CIIgzJw5U3j88cdd3jOYxmFQSVIWiwWZmZlIT09nx9zc3JCeno4jR45cw55deVy8eBGhoaGIjY3F8uXLUVZWBgDIzMyE1Wp1GJPhw4cjMjLyFz0mxcXFqKmpcXhvLy8vpKWlsfc+cuQIvL29MX78eHZNeno63NzccOzYsave5yuJffv2ITAwEImJiVi1ahUaGxvZuV/qOLS0tAAAfH19AfRsLRw5cgSjRo1CUFAQu2b+/PlobW3F+fPnr2LvBw7icSCsX78e/v7+GDlyJJ599lmHSrqDaRwGVYLZhoYGdHR0OAwsAAQFBSEvL+8a9erKIy0tDevWrUNiYiKqq6vx8ssvY/r06Th37hxqamqgUCjg7e3tcE9QUBBqamquTYevAujdnM0FOldTU4PAwECH8zKZDL6+vr+osVmwYAFuvfVWxMTEoLCwEM899xwWLlyII0eOQCqV/iLHwW6344knnsDUqVMxcuRIAOjRWqipqXE6Z+jcYIOzcQCAu+++G1FRUQgNDcWZM2fwzDPPID8/Hxs3bgQwuMZhUBGp/1YsXLiQ/T169GikpaUhKioK33zzDTw8PK5hz4ZwPWDp0qXs71GjRmH06NGIi4vDvn37MHfu3GvYsyuH1atX49y5cw622f9GuBoH3t44atQohISEYO7cuSgsLERcXNzV7ma/MKjUff7+/pBKpZd569TW1iI4OPga9erqw9vbGwkJCSgoKEBwcDAsFguam5sdrvmljwm9W1dzITg4+DKHGpvNBp1O94sem9jYWPj7+6OgoADAL28c1qxZgy1btmDv3r0OxfJ6shaCg4Odzhk6N5jgahycIS0tDQAc5sRgGYdBRaQUCgVSU1Oxe/dudsxut2P37t2YPHnyNezZ1YVer0dhYSFCQkKQmpoKuVzuMCb5+fkoKyv7RY9JTEwMgoODHd67tbUVx44dY+89efJkNDc3IzMzk12zZ88e2O12tmh/iaioqEBjYyNCQkIA/HLGQRAErFmzBps2bcKePXsQExPjcL4na2Hy5Mk4e/asA9HeuXMnPD09kZycfHVepJ/obhycISsrCwAc5sSgGYdr7bnRW3z11VeCUqkU1q1bJ+Tk5AgPPfSQ4O3t7eCl8kvD008/Lezbt08oLi4WDh8+LKSnpwv+/v5CXV2dIAiC8MgjjwiRkZHCnj17hJMnTwqTJ08WJk+efI173X+0tbUJp0+fFk6fPi0AEP7+978Lp0+fFkpLSwVBEITXXntN8Pb2Fr7//nvhzJkzwq9+9SshJiZGMBqNrI0FCxYIY8eOFY4dOyYcOnRIiI+PF5YtW3atXqlP6Goc2trahN/97nfCkSNHhOLiYmHXrl3CuHHjhPj4eMFkMrE2fgnjsGrVKsHLy0vYt2+fUF1dzf4ZDAZ2TXdrwWazCSNHjhTmzZsnZGVlCdu3bxcCAgKEZ5999lq8Up/Q3TgUFBQIf/7zn4WTJ08KxcXFwvfffy/ExsYKM2bMYG0MpnEYdERKEAThvffeEyIjIwWFQiFMnDhROHr06LXu0hXFXXfdJYSEhAgKhUIICwsT7rrrLqGgoICdNxqNwqOPPir4+PgIKpVKuOWWW4Tq6upr2OOBwd69ewUAl/279957BUHodEP/4x//KAQFBQlKpVKYO3eukJ+f79BGY2OjsGzZMkGj0Qienp7CypUrhba2tmvwNn1HV+NgMBiEefPmCQEBAYJcLheioqKEBx988DKm7ZcwDs7GAIDwySefsGt6shZKSkqEhQsXCh4eHoK/v7/w9NNPC1ar9Sq/Td/R3TiUlZUJM2bMEHx9fQWlUikMGzZM+P3vfy+0tLQ4tDNYxmGoVMcQhjCEIQzhusWgskkNYQhDGMIQ/rswRKSGMIQhDGEI1y2GiNQQhjCEIQzhusUQkRrCEIYwhCFctxgiUkMYwhCGMITrFkNEaghDGMIQhnDdYohIDWEIQxjCEK5bDBGpIQxhCEMYwnWLISI1hCEMYQhDuG4xRKSGMIQhDGEI1y2GiNQQhjCEIQzhusUQkRrCEIYwhCFct/j/O6ThV78WhqcAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "USE_TORCH_DIFFEQ = True\n",
    "generated_class_list = torch.arange(10, device=device).repeat(10)\n",
    "with torch.no_grad():\n",
    "    if USE_TORCH_DIFFEQ:\n",
    "        traj = torchdiffeq.odeint(\n",
    "            lambda t, x: model.forward(t, x, generated_class_list),\n",
    "            torch.randn(100, 1, 28, 28, device=device),\n",
    "            torch.linspace(0, 1, 2, device=device),\n",
    "            atol=1e-4,\n",
    "            rtol=1e-4,\n",
    "            method=\"dopri5\",\n",
    "        )\n",
    "    else:\n",
    "        traj = node.trajectory(\n",
    "            torch.randn(100, 1, 28, 28, device=device),\n",
    "            t_span=torch.linspace(0, 1, 2, device=device),\n",
    "        )\n",
    "grid = make_grid(\n",
    "    traj[-1, :100].view([-1, 1, 28, 28]).clip(-1, 1), value_range=(-1, 1), padding=0, nrow=10\n",
    ")\n",
    "img = ToPILImage()(grid)\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#################################\n",
    "#            OT-CFM\n",
    "#################################\n",
    "\n",
    "sigma = 0.0\n",
    "model = UNetModel(\n",
    "    dim=(1, 28, 28), num_channels=32, num_res_blocks=1, num_classes=10, class_cond=True\n",
    ").to(device)\n",
    "optimizer = torch.optim.Adam(model.parameters())\n",
    "FM = ExactOptimalTransportConditionalFlowMatcher(sigma=sigma)\n",
    "node = NeuralODE(model, solver=\"dopri5\", sensitivity=\"adjoint\", atol=1e-4, rtol=1e-4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch: 9, steps: 467, loss: 0.13421\r"
     ]
    }
   ],
   "source": [
    "for epoch in range(n_epochs):\n",
    "    for i, data in enumerate(train_loader):\n",
    "        optimizer.zero_grad()\n",
    "        x1 = data[0].to(device)\n",
    "        y = data[1].to(device)\n",
    "        x0 = torch.randn_like(x1)\n",
    "        t, xt, ut, _, y1 = FM.guided_sample_location_and_conditional_flow(x0, x1, y1=y)\n",
    "        vt = model(t, xt, y1)\n",
    "        loss = torch.mean((vt - ut) ** 2)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        print(f\"epoch: {epoch}, steps: {i}, loss: {loss.item():.4}\", end=\"\\r\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "USE_TORCH_DIFFEQ = True\n",
    "generated_class_list = torch.arange(10, device=device).repeat(10)\n",
    "with torch.no_grad():\n",
    "    if USE_TORCH_DIFFEQ:\n",
    "        traj = torchdiffeq.odeint(\n",
    "            lambda t, x: model.forward(t, x, generated_class_list),\n",
    "            torch.randn(100, 1, 28, 28, device=device),\n",
    "            torch.linspace(0, 1, 2, device=device),\n",
    "            atol=1e-4,\n",
    "            rtol=1e-4,\n",
    "            method=\"dopri5\",\n",
    "        )\n",
    "    else:\n",
    "        traj = node.trajectory(\n",
    "            torch.randn(100, 1, 28, 28, device=device),\n",
    "            t_span=torch.linspace(0, 1, 2, device=device),\n",
    "        )\n",
    "grid = make_grid(\n",
    "    traj[-1, :100].view([-1, 1, 28, 28]).clip(-1, 1), value_range=(-1, 1), padding=0, nrow=10\n",
    ")\n",
    "img = ToPILImage()(grid)\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#################################\n",
    "#            SF2M\n",
    "#################################\n",
    "batch_size = 128\n",
    "n_epochs = 10\n",
    "sigma = 0.1\n",
    "\n",
    "\n",
    "model = UNetModel(\n",
    "    dim=(1, 28, 28), num_channels=32, num_res_blocks=1, num_classes=10, class_cond=True\n",
    ").to(device)\n",
    "score_model = UNetModel(\n",
    "    dim=(1, 28, 28), num_channels=32, num_res_blocks=1, num_classes=10, class_cond=True\n",
    ").to(device)\n",
    "\n",
    "optimizer = torch.optim.Adam(list(model.parameters()) + list(score_model.parameters()))\n",
    "FM = SchrodingerBridgeConditionalFlowMatcher(sigma=sigma)\n",
    "node = NeuralODE(model, solver=\"dopri5\", sensitivity=\"adjoint\", atol=1e-4, rtol=1e-4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "468it [01:27,  5.38it/s]\n",
      "468it [01:27,  5.36it/s]\n",
      "468it [01:27,  5.36it/s]\n",
      "468it [01:27,  5.37it/s]\n",
      "468it [01:27,  5.36it/s]\n",
      "468it [01:27,  5.37it/s]\n",
      "468it [01:27,  5.37it/s]\n",
      "468it [01:27,  5.37it/s]\n",
      "468it [01:27,  5.37it/s]\n",
      "468it [01:27,  5.37it/s]\n"
     ]
    }
   ],
   "source": [
    "for epoch in range(n_epochs):\n",
    "    for i, data in tqdm(enumerate(train_loader)):\n",
    "        optimizer.zero_grad()\n",
    "        x1 = data[0].to(device)\n",
    "        y = data[1].to(device)\n",
    "        x0 = torch.randn_like(x1)\n",
    "        t, xt, ut, _, y1, eps = FM.guided_sample_location_and_conditional_flow(\n",
    "            x0, x1, y1=y, return_noise=True\n",
    "        )\n",
    "        lambda_t = FM.compute_lambda(t)\n",
    "        vt = model(t, xt, y1)\n",
    "        st = score_model(t, xt, y1)\n",
    "        flow_loss = torch.mean((vt - ut) ** 2)\n",
    "        score_loss = torch.mean((lambda_t[:, None, None, None] * st + eps) ** 2)\n",
    "        loss = flow_loss + score_loss\n",
    "        loss.backward()\n",
    "        optimizer.step()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f435c555e40>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "USE_TORCH_DIFFEQ = True\n",
    "generated_class_list = torch.arange(10, device=device).repeat(10)\n",
    "\n",
    "node = NeuralODE(model, solver=\"euler\", sensitivity=\"adjoint\", atol=1e-4, rtol=1e-4)\n",
    "# Evaluate the ODE\n",
    "with torch.no_grad():\n",
    "    if USE_TORCH_DIFFEQ:\n",
    "        traj = torchdiffeq.odeint(\n",
    "            lambda t, x: model.forward(t, x, generated_class_list),\n",
    "            torch.randn(100, 1, 28, 28, device=device),\n",
    "            torch.linspace(0, 1, 2, device=device),\n",
    "            atol=1e-4,\n",
    "            rtol=1e-4,\n",
    "            method=\"dopri5\",\n",
    "        )\n",
    "    else:\n",
    "        traj = node.trajectory(\n",
    "            torch.randn(100, 1, 28, 28, device=device),\n",
    "            t_span=torch.linspace(0, 1, 2, device=device),\n",
    "        )\n",
    "grid = make_grid(\n",
    "    traj[-1, :100].view([-1, 1, 28, 28]).clip(-1, 1), value_range=(-1, 1), padding=0, nrow=10\n",
    ")\n",
    "img = ToPILImage()(grid)\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# follows example from https://github.com/google-research/torchsde/blob/master/examples/cont_ddpm.py\n",
    "\n",
    "\n",
    "class SDE(torch.nn.Module):\n",
    "    noise_type = \"diagonal\"\n",
    "    sde_type = \"ito\"\n",
    "\n",
    "    def __init__(self, ode_drift, score, labels=None, reverse=False, sigma=0.1):\n",
    "        super().__init__()\n",
    "        self.drift = ode_drift\n",
    "        self.score = score\n",
    "        self.reverse = reverse\n",
    "        self.labels = labels\n",
    "        self.sigma = sigma\n",
    "\n",
    "    # Drift\n",
    "\n",
    "    def f(self, t, y):\n",
    "        y = y.view(-1, 1, 28, 28)\n",
    "        if self.reverse:\n",
    "            t = 1 - t\n",
    "            return -self.drift(t, y, self.labels) + self.score(t, y, self.labels)\n",
    "        return self.drift(t, y, self.labels).flatten(start_dim=1) + self.score(\n",
    "            t, y, self.labels\n",
    "        ).flatten(start_dim=1)\n",
    "\n",
    "    # Diffusion\n",
    "    def g(self, t, y):\n",
    "        return torch.ones_like(y) * self.sigma"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "sde = SDE(model, score_model, labels=torch.arange(10, device=device).repeat(10), sigma=0.1)\n",
    "with torch.no_grad():\n",
    "    sde_traj = torchsde.sdeint(\n",
    "        sde,\n",
    "        # x0.view(x0.size(0), -1),\n",
    "        torch.randn(100, 1 * 28 * 28, device=device),\n",
    "        ts=torch.linspace(0, 1, 2, device=device),\n",
    "        dt=0.01,\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f42e62d19f0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grid = make_grid(\n",
    "    sde_traj[-1, :100].view([-1, 1, 28, 28]).clip(-1, 1), value_range=(-1, 1), padding=0, nrow=10\n",
    ")\n",
    "img = ToPILImage()(grid)\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "torchcfm2",
   "language": "python",
   "name": "torchcfm2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
